R Notebook

gc()

            used   (Mb) gc trigger   (Mb) limit (Mb)  max used   (Mb)
Ncells   3536094  188.9    6335597  338.4         NA   4616375  246.6
Vcells 791539518 6039.0 1074675028 8199.2      16384 791853945 6041.4

Rows: 458913 Columns: 2
── Column specification ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (1): customer_ID
dbl (1): target

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Warning: The working directory was changed to /Users/root1/Documents/DAC_Project/R inside a notebook chunk. The working directory will be reset when the chunk is finished running. Use the knitr root.dir option in the setup chunk to change the working directory for notebook chunks.

head(data_train)

format(object.size(data_train), units = "Gb")

[1] "5.9 Gb"

benchmark(data_train[sample(1:nrow(data_train), round(0.001*nrow(data_train)), replace=F),]
          
          )

seq(0,1,0.001)

p = seq(0,1,0.001)
plot(p, p*sqrt(5500000/100), ylim = c(0,0.05),xlim = c(0,0.001), type = "l")

N = nrow(data)
i_total = 1:N

#sample validation index
i_val = sample(i_total, floor(N*0.3))
i_total = i_total[!i_total %in% i_train]

#sample test index
i_test = sample(i_total, floor(N*0.2))
i_total = i_total[!i_total %in% i_train]

#remainder for train
i_train = i_total

qwe_x = data_train %>% slice_head(n = 300) %>% removeNonNumerics() %>% dplyr::select(-customer_ID)
qwe_y = train_labels %>% slice_head(n = 300) %>% select(target)

source('/Users/root1/Documents/DAC_Project/R/config.R')

Rows: 458913 Columns: 2
── Column specification ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (1): customer_ID
dbl (1): target

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Warning: The working directory was changed to /Users/root1/Documents/DAC_Project/R inside a notebook chunk. The working directory will be reset when the chunk is finished running. Use the knitr root.dir option in the setup chunk to change the working directory for notebook chunks.

DF   %>% ungroup() %>% dplyr::select(-c(customer_ID,target))

model <- keras_model_sequential() %>%
  layer_dense(units = 1024, activation = 'relu', input_shape = 136, name = "dense1") %>%
  layer_dropout(rate = 0.4) %>%
  layer_dense(units = 1024, activation = 'relu', name = "dense2") %>%
  layer_dropout(rate = 0.3) %>%
  layer_dense(units = 1024, activation = 'relu', name = "dense3") %>%
  layer_dropout(rate = 0.1) %>%  
  layer_dense(units = 1, activation = 'sigmoid', name = "dense4")  %>% 
  compile(loss = 'binary_crossentropy', 
          metrics = "accuracy",
          optimizer = optimizer_adam(learning_rate = 0.00001),
  )

# training and evaluation
fit <- model %>% fit(
  as.matrix(DF  %>% dplyr::select(-c(customer_ID,target))),
  DF$target,
  #x = data[i_train,], y = (train_labels$target)[i_train],
  #validation_data = list(data[i_val,], (train_labels$target)[i_val]),
  epochs = 200,
  batch_size = 2048, #floor(nrow(data)*0.01),
  verbose = TRUE,
  validation_split = 0.5,
  callbacks = callback_early_stopping(monitor = "val_loss", patience = 5)
)

Epoch 1/200

2022-07-25 01:42:47.195814: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:113] Plugin optimizer for device_type GPU is enabled.

  1/113 [..............................] - ETA: 1:49 - loss: 0.6931 - accuracy: 0.7319
  4/113 [>.............................] - ETA: 2s - loss: 0.6931 - accuracy: 0.7395  
  7/113 [>.............................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7345
 10/113 [=>............................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7387
 13/113 [==>...........................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7412
 16/113 [===>..........................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7408
 19/113 [====>.........................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7400
 22/113 [====>.........................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7399
 25/113 [=====>........................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7396
 28/113 [======>.......................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7397
 31/113 [=======>......................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7401
 34/113 [========>.....................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7396
 37/113 [========>.....................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7400
 40/113 [=========>....................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7402
 43/113 [==========>...................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7401
 46/113 [===========>..................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7406
 49/113 [============>.................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7408
 52/113 [============>.................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7405
 55/113 [=============>................] - ETA: 1s - loss: 0.6931 - accuracy: 0.7409
 58/113 [==============>...............] - ETA: 1s - loss: 0.6931 - accuracy: 0.7406
 61/113 [===============>..............] - ETA: 0s - loss: 0.6931 - accuracy: 0.7408
 64/113 [===============>..............] - ETA: 0s - loss: 0.6931 - accuracy: 0.7409
 67/113 [================>.............] - ETA: 0s - loss: 0.6931 - accuracy: 0.7406
 70/113 [=================>............] - ETA: 0s - loss: 0.6931 - accuracy: 0.7407
 73/113 [==================>...........] - ETA: 0s - loss: 0.6931 - accuracy: 0.7404
 76/113 [===================>..........] - ETA: 0s - loss: 0.6931 - accuracy: 0.7405
 79/113 [===================>..........] - ETA: 0s - loss: 0.6931 - accuracy: 0.7407
 82/113 [====================>.........] - ETA: 0s - loss: 0.6930 - accuracy: 0.7406
 85/113 [=====================>........] - ETA: 0s - loss: 0.6930 - accuracy: 0.7405
 88/113 [======================>.......] - ETA: 0s - loss: 0.6930 - accuracy: 0.7408
 91/113 [=======================>......] - ETA: 0s - loss: 0.6930 - accuracy: 0.7409
 94/113 [=======================>......] - ETA: 0s - loss: 0.6930 - accuracy: 0.7410
 97/113 [========================>.....] - ETA: 0s - loss: 0.6930 - accuracy: 0.7407
100/113 [=========================>....] - ETA: 0s - loss: 0.6930 - accuracy: 0.7405
103/113 [==========================>...] - ETA: 0s - loss: 0.6930 - accuracy: 0.7404
106/113 [===========================>..] - ETA: 0s - loss: 0.6930 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6930 - accuracy: 0.7403
112/113 [============================>.] - ETA: 0s - loss: 0.6930 - accuracy: 0.7403
113/113 [==============================] - 3s 20ms/step - loss: 0.6930 - accuracy: 0.7403

2022-07-25 01:42:50.325034: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:113] Plugin optimizer for device_type GPU is enabled.


113/113 [==============================] - 5s 34ms/step - loss: 0.6930 - accuracy: 0.7403 - val_loss: 0.6929 - val_accuracy: 0.7419
Epoch 2/200

  1/113 [..............................] - ETA: 2s - loss: 0.6929 - accuracy: 0.7476
  4/113 [>.............................] - ETA: 2s - loss: 0.6929 - accuracy: 0.7350
  7/113 [>.............................] - ETA: 2s - loss: 0.6929 - accuracy: 0.7356
 10/113 [=>............................] - ETA: 1s - loss: 0.6929 - accuracy: 0.7368
 13/113 [==>...........................] - ETA: 1s - loss: 0.6929 - accuracy: 0.7376
 16/113 [===>..........................] - ETA: 1s - loss: 0.6929 - accuracy: 0.7404
 19/113 [====>.........................] - ETA: 1s - loss: 0.6929 - accuracy: 0.7405
 22/113 [====>.........................] - ETA: 1s - loss: 0.6929 - accuracy: 0.7403
 25/113 [=====>........................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7414
 28/113 [======>.......................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7417
 31/113 [=======>......................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7421
 34/113 [========>.....................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7426
 37/113 [========>.....................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7425
 40/113 [=========>....................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7426
 43/113 [==========>...................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7422
 46/113 [===========>..................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7416
 49/113 [============>.................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7416
 52/113 [============>.................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7411
 55/113 [=============>................] - ETA: 1s - loss: 0.6928 - accuracy: 0.7410
 58/113 [==============>...............] - ETA: 1s - loss: 0.6928 - accuracy: 0.7407
 61/113 [===============>..............] - ETA: 0s - loss: 0.6928 - accuracy: 0.7403
 64/113 [===============>..............] - ETA: 0s - loss: 0.6928 - accuracy: 0.7399
 67/113 [================>.............] - ETA: 0s - loss: 0.6928 - accuracy: 0.7397
 70/113 [=================>............] - ETA: 0s - loss: 0.6928 - accuracy: 0.7398
 73/113 [==================>...........] - ETA: 0s - loss: 0.6928 - accuracy: 0.7394
 76/113 [===================>..........] - ETA: 0s - loss: 0.6928 - accuracy: 0.7389
 79/113 [===================>..........] - ETA: 0s - loss: 0.6928 - accuracy: 0.7393
 82/113 [====================>.........] - ETA: 0s - loss: 0.6928 - accuracy: 0.7396
 85/113 [=====================>........] - ETA: 0s - loss: 0.6928 - accuracy: 0.7396
 88/113 [======================>.......] - ETA: 0s - loss: 0.6928 - accuracy: 0.7395
 91/113 [=======================>......] - ETA: 0s - loss: 0.6928 - accuracy: 0.7396
 94/113 [=======================>......] - ETA: 0s - loss: 0.6928 - accuracy: 0.7399
 97/113 [========================>.....] - ETA: 0s - loss: 0.6928 - accuracy: 0.7400
100/113 [=========================>....] - ETA: 0s - loss: 0.6928 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6928 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6928 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6927 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6927 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6927 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6927 - accuracy: 0.7403 - val_loss: 0.6926 - val_accuracy: 0.7419
Epoch 3/200

  1/113 [..............................] - ETA: 2s - loss: 0.6926 - accuracy: 0.7388
  4/113 [>.............................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7384
  7/113 [>.............................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7349
 10/113 [=>............................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7334
 13/113 [==>...........................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7341
 16/113 [===>..........................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7356
 19/113 [====>.........................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7360
 22/113 [====>.........................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7381
 25/113 [=====>........................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7379
 28/113 [======>.......................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7377
 31/113 [=======>......................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7375
 34/113 [========>.....................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7373
 37/113 [========>.....................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7380
 40/113 [=========>....................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7384
 43/113 [==========>...................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7387
 46/113 [===========>..................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7384
 49/113 [============>.................] - ETA: 1s - loss: 0.6926 - accuracy: 0.7388
 52/113 [============>.................] - ETA: 1s - loss: 0.6925 - accuracy: 0.7391
 55/113 [=============>................] - ETA: 1s - loss: 0.6925 - accuracy: 0.7392
 58/113 [==============>...............] - ETA: 1s - loss: 0.6925 - accuracy: 0.7395
 61/113 [===============>..............] - ETA: 0s - loss: 0.6925 - accuracy: 0.7395
 64/113 [===============>..............] - ETA: 0s - loss: 0.6925 - accuracy: 0.7396
 67/113 [================>.............] - ETA: 0s - loss: 0.6925 - accuracy: 0.7399
 70/113 [=================>............] - ETA: 0s - loss: 0.6925 - accuracy: 0.7400
 73/113 [==================>...........] - ETA: 0s - loss: 0.6925 - accuracy: 0.7399
 76/113 [===================>..........] - ETA: 0s - loss: 0.6925 - accuracy: 0.7401
 79/113 [===================>..........] - ETA: 0s - loss: 0.6925 - accuracy: 0.7403
 82/113 [====================>.........] - ETA: 0s - loss: 0.6925 - accuracy: 0.7404
 85/113 [=====================>........] - ETA: 0s - loss: 0.6925 - accuracy: 0.7404
 88/113 [======================>.......] - ETA: 0s - loss: 0.6925 - accuracy: 0.7403
 91/113 [=======================>......] - ETA: 0s - loss: 0.6925 - accuracy: 0.7403
 94/113 [=======================>......] - ETA: 0s - loss: 0.6925 - accuracy: 0.7402
 97/113 [========================>.....] - ETA: 0s - loss: 0.6925 - accuracy: 0.7402
100/113 [=========================>....] - ETA: 0s - loss: 0.6925 - accuracy: 0.7403
103/113 [==========================>...] - ETA: 0s - loss: 0.6925 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6925 - accuracy: 0.7405
109/113 [===========================>..] - ETA: 0s - loss: 0.6925 - accuracy: 0.7402
112/113 [============================>.] - ETA: 0s - loss: 0.6925 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6925 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6925 - accuracy: 0.7403 - val_loss: 0.6923 - val_accuracy: 0.7419
Epoch 4/200

  1/113 [..............................] - ETA: 2s - loss: 0.6924 - accuracy: 0.7285
  4/113 [>.............................] - ETA: 2s - loss: 0.6923 - accuracy: 0.7391
  7/113 [>.............................] - ETA: 2s - loss: 0.6923 - accuracy: 0.7384
 10/113 [=>............................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7388
 13/113 [==>...........................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7398
 16/113 [===>..........................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7400
 19/113 [====>.........................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7396
 22/113 [====>.........................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7399
 25/113 [=====>........................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7395
 28/113 [======>.......................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7393
 31/113 [=======>......................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7388
 34/113 [========>.....................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7392
 37/113 [========>.....................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7392
 40/113 [=========>....................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7386
 43/113 [==========>...................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7382
 46/113 [===========>..................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7382
 49/113 [============>.................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7383
 52/113 [============>.................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7386
 55/113 [=============>................] - ETA: 1s - loss: 0.6923 - accuracy: 0.7391
 58/113 [==============>...............] - ETA: 1s - loss: 0.6923 - accuracy: 0.7396
 61/113 [===============>..............] - ETA: 0s - loss: 0.6923 - accuracy: 0.7396
 64/113 [===============>..............] - ETA: 0s - loss: 0.6923 - accuracy: 0.7394
 67/113 [================>.............] - ETA: 0s - loss: 0.6923 - accuracy: 0.7393
 70/113 [=================>............] - ETA: 0s - loss: 0.6923 - accuracy: 0.7394
 73/113 [==================>...........] - ETA: 0s - loss: 0.6923 - accuracy: 0.7397
 76/113 [===================>..........] - ETA: 0s - loss: 0.6922 - accuracy: 0.7397
 79/113 [===================>..........] - ETA: 0s - loss: 0.6922 - accuracy: 0.7395
 82/113 [====================>.........] - ETA: 0s - loss: 0.6922 - accuracy: 0.7395
 85/113 [=====================>........] - ETA: 0s - loss: 0.6922 - accuracy: 0.7396
 88/113 [======================>.......] - ETA: 0s - loss: 0.6922 - accuracy: 0.7396
 91/113 [=======================>......] - ETA: 0s - loss: 0.6922 - accuracy: 0.7400
 94/113 [=======================>......] - ETA: 0s - loss: 0.6922 - accuracy: 0.7402
 97/113 [========================>.....] - ETA: 0s - loss: 0.6922 - accuracy: 0.7402
100/113 [=========================>....] - ETA: 0s - loss: 0.6922 - accuracy: 0.7401
103/113 [==========================>...] - ETA: 0s - loss: 0.6922 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6922 - accuracy: 0.7402
109/113 [===========================>..] - ETA: 0s - loss: 0.6922 - accuracy: 0.7402
112/113 [============================>.] - ETA: 0s - loss: 0.6922 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6922 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6922 - accuracy: 0.7403 - val_loss: 0.6921 - val_accuracy: 0.7419
Epoch 5/200

  1/113 [..............................] - ETA: 2s - loss: 0.6920 - accuracy: 0.7461
  4/113 [>.............................] - ETA: 2s - loss: 0.6920 - accuracy: 0.7444
  7/113 [>.............................] - ETA: 1s - loss: 0.6921 - accuracy: 0.7377
 10/113 [=>............................] - ETA: 1s - loss: 0.6921 - accuracy: 0.7413
 13/113 [==>...........................] - ETA: 1s - loss: 0.6921 - accuracy: 0.7397
 16/113 [===>..........................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7414
 19/113 [====>.........................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7424
 22/113 [====>.........................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7440
 25/113 [=====>........................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7433
 28/113 [======>.......................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7426
 31/113 [=======>......................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7439
 34/113 [========>.....................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7434
 37/113 [========>.....................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7431
 40/113 [=========>....................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7424
 43/113 [==========>...................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7431
 46/113 [===========>..................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7422
 49/113 [============>.................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7418
 52/113 [============>.................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7413
 55/113 [=============>................] - ETA: 1s - loss: 0.6920 - accuracy: 0.7412
 58/113 [==============>...............] - ETA: 1s - loss: 0.6920 - accuracy: 0.7414
 61/113 [===============>..............] - ETA: 0s - loss: 0.6920 - accuracy: 0.7413
 64/113 [===============>..............] - ETA: 0s - loss: 0.6920 - accuracy: 0.7416
 67/113 [================>.............] - ETA: 0s - loss: 0.6920 - accuracy: 0.7409
 70/113 [=================>............] - ETA: 0s - loss: 0.6920 - accuracy: 0.7408
 73/113 [==================>...........] - ETA: 0s - loss: 0.6920 - accuracy: 0.7409
 76/113 [===================>..........] - ETA: 0s - loss: 0.6920 - accuracy: 0.7407
 79/113 [===================>..........] - ETA: 0s - loss: 0.6920 - accuracy: 0.7409
 82/113 [====================>.........] - ETA: 0s - loss: 0.6920 - accuracy: 0.7409
 85/113 [=====================>........] - ETA: 0s - loss: 0.6920 - accuracy: 0.7407
 88/113 [======================>.......] - ETA: 0s - loss: 0.6920 - accuracy: 0.7405
 91/113 [=======================>......] - ETA: 0s - loss: 0.6920 - accuracy: 0.7402
 94/113 [=======================>......] - ETA: 0s - loss: 0.6920 - accuracy: 0.7402
 97/113 [========================>.....] - ETA: 0s - loss: 0.6920 - accuracy: 0.7402
100/113 [=========================>....] - ETA: 0s - loss: 0.6920 - accuracy: 0.7400
103/113 [==========================>...] - ETA: 0s - loss: 0.6919 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6919 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6919 - accuracy: 0.7403
112/113 [============================>.] - ETA: 0s - loss: 0.6919 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6919 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6919 - accuracy: 0.7403 - val_loss: 0.6918 - val_accuracy: 0.7419
Epoch 6/200

  1/113 [..............................] - ETA: 2s - loss: 0.6917 - accuracy: 0.7510
  4/113 [>.............................] - ETA: 2s - loss: 0.6918 - accuracy: 0.7448
  7/113 [>.............................] - ETA: 2s - loss: 0.6918 - accuracy: 0.7443
 10/113 [=>............................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7420
 13/113 [==>...........................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7401
 16/113 [===>..........................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7415
 19/113 [====>.........................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7412
 22/113 [====>.........................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7415
 25/113 [=====>........................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7408
 28/113 [======>.......................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7404
 31/113 [=======>......................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7407
 34/113 [========>.....................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7407
 37/113 [========>.....................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7406
 40/113 [=========>....................] - ETA: 1s - loss: 0.6918 - accuracy: 0.7401
 43/113 [==========>...................] - ETA: 1s - loss: 0.6917 - accuracy: 0.7402
 46/113 [===========>..................] - ETA: 1s - loss: 0.6917 - accuracy: 0.7403
 49/113 [============>.................] - ETA: 1s - loss: 0.6917 - accuracy: 0.7404
 52/113 [============>.................] - ETA: 1s - loss: 0.6917 - accuracy: 0.7400
 55/113 [=============>................] - ETA: 1s - loss: 0.6917 - accuracy: 0.7398
 58/113 [==============>...............] - ETA: 1s - loss: 0.6917 - accuracy: 0.7396
 61/113 [===============>..............] - ETA: 0s - loss: 0.6917 - accuracy: 0.7400
 64/113 [===============>..............] - ETA: 0s - loss: 0.6917 - accuracy: 0.7400
 67/113 [================>.............] - ETA: 0s - loss: 0.6917 - accuracy: 0.7398
 70/113 [=================>............] - ETA: 0s - loss: 0.6917 - accuracy: 0.7396
 73/113 [==================>...........] - ETA: 0s - loss: 0.6917 - accuracy: 0.7397
 76/113 [===================>..........] - ETA: 0s - loss: 0.6917 - accuracy: 0.7400
 79/113 [===================>..........] - ETA: 0s - loss: 0.6917 - accuracy: 0.7396
 82/113 [====================>.........] - ETA: 0s - loss: 0.6917 - accuracy: 0.7400
 85/113 [=====================>........] - ETA: 0s - loss: 0.6917 - accuracy: 0.7402
 88/113 [======================>.......] - ETA: 0s - loss: 0.6917 - accuracy: 0.7402
 91/113 [=======================>......] - ETA: 0s - loss: 0.6917 - accuracy: 0.7401
 94/113 [=======================>......] - ETA: 0s - loss: 0.6917 - accuracy: 0.7400
 97/113 [========================>.....] - ETA: 0s - loss: 0.6917 - accuracy: 0.7403
100/113 [=========================>....] - ETA: 0s - loss: 0.6917 - accuracy: 0.7402
103/113 [==========================>...] - ETA: 0s - loss: 0.6917 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6917 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6917 - accuracy: 0.7403
112/113 [============================>.] - ETA: 0s - loss: 0.6917 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6917 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6917 - accuracy: 0.7403 - val_loss: 0.6915 - val_accuracy: 0.7419
Epoch 7/200

  1/113 [..............................] - ETA: 2s - loss: 0.6915 - accuracy: 0.7437
  4/113 [>.............................] - ETA: 2s - loss: 0.6915 - accuracy: 0.7395
  7/113 [>.............................] - ETA: 2s - loss: 0.6915 - accuracy: 0.7404
 10/113 [=>............................] - ETA: 2s - loss: 0.6915 - accuracy: 0.7399
 13/113 [==>...........................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7390
 16/113 [===>..........................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7386
 19/113 [====>.........................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7374
 22/113 [====>.........................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7384
 25/113 [=====>........................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7377
 28/113 [======>.......................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7374
 31/113 [=======>......................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7382
 34/113 [========>.....................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7384
 37/113 [========>.....................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7381
 40/113 [=========>....................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7385
 43/113 [==========>...................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7386
 46/113 [===========>..................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7388
 49/113 [============>.................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7392
 52/113 [============>.................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7394
 55/113 [=============>................] - ETA: 1s - loss: 0.6915 - accuracy: 0.7393
 58/113 [==============>...............] - ETA: 1s - loss: 0.6915 - accuracy: 0.7394
 61/113 [===============>..............] - ETA: 0s - loss: 0.6915 - accuracy: 0.7395
 64/113 [===============>..............] - ETA: 0s - loss: 0.6915 - accuracy: 0.7400
 67/113 [================>.............] - ETA: 0s - loss: 0.6915 - accuracy: 0.7399
 70/113 [=================>............] - ETA: 0s - loss: 0.6914 - accuracy: 0.7398
 73/113 [==================>...........] - ETA: 0s - loss: 0.6914 - accuracy: 0.7394
 76/113 [===================>..........] - ETA: 0s - loss: 0.6914 - accuracy: 0.7394
 79/113 [===================>..........] - ETA: 0s - loss: 0.6914 - accuracy: 0.7399
 82/113 [====================>.........] - ETA: 0s - loss: 0.6914 - accuracy: 0.7397
 85/113 [=====================>........] - ETA: 0s - loss: 0.6914 - accuracy: 0.7399
 88/113 [======================>.......] - ETA: 0s - loss: 0.6914 - accuracy: 0.7401
 91/113 [=======================>......] - ETA: 0s - loss: 0.6914 - accuracy: 0.7405
 94/113 [=======================>......] - ETA: 0s - loss: 0.6914 - accuracy: 0.7406
 97/113 [========================>.....] - ETA: 0s - loss: 0.6914 - accuracy: 0.7405
100/113 [=========================>....] - ETA: 0s - loss: 0.6914 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6914 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6914 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6914 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6914 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6914 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6914 - accuracy: 0.7403 - val_loss: 0.6912 - val_accuracy: 0.7419
Epoch 8/200

  1/113 [..............................] - ETA: 2s - loss: 0.6913 - accuracy: 0.7339
  4/113 [>.............................] - ETA: 2s - loss: 0.6913 - accuracy: 0.7349
  7/113 [>.............................] - ETA: 1s - loss: 0.6913 - accuracy: 0.7362
 10/113 [=>............................] - ETA: 1s - loss: 0.6913 - accuracy: 0.7372
 13/113 [==>...........................] - ETA: 1s - loss: 0.6913 - accuracy: 0.7394
 16/113 [===>..........................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7402
 19/113 [====>.........................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7409
 22/113 [====>.........................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7413
 25/113 [=====>........................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7411
 28/113 [======>.......................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7420
 31/113 [=======>......................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7419
 34/113 [========>.....................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7418
 37/113 [========>.....................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7417
 40/113 [=========>....................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7411
 43/113 [==========>...................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7409
 46/113 [===========>..................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7405
 49/113 [============>.................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7402
 52/113 [============>.................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7406
 55/113 [=============>................] - ETA: 1s - loss: 0.6912 - accuracy: 0.7403
 58/113 [==============>...............] - ETA: 1s - loss: 0.6912 - accuracy: 0.7400
 61/113 [===============>..............] - ETA: 0s - loss: 0.6912 - accuracy: 0.7396
 64/113 [===============>..............] - ETA: 0s - loss: 0.6912 - accuracy: 0.7397
 67/113 [================>.............] - ETA: 0s - loss: 0.6912 - accuracy: 0.7394
 70/113 [=================>............] - ETA: 0s - loss: 0.6912 - accuracy: 0.7394
 73/113 [==================>...........] - ETA: 0s - loss: 0.6912 - accuracy: 0.7396
 76/113 [===================>..........] - ETA: 0s - loss: 0.6912 - accuracy: 0.7396
 79/113 [===================>..........] - ETA: 0s - loss: 0.6912 - accuracy: 0.7392
 82/113 [====================>.........] - ETA: 0s - loss: 0.6912 - accuracy: 0.7393
 85/113 [=====================>........] - ETA: 0s - loss: 0.6912 - accuracy: 0.7391
 88/113 [======================>.......] - ETA: 0s - loss: 0.6912 - accuracy: 0.7395
 91/113 [=======================>......] - ETA: 0s - loss: 0.6912 - accuracy: 0.7399
 94/113 [=======================>......] - ETA: 0s - loss: 0.6912 - accuracy: 0.7400
 97/113 [========================>.....] - ETA: 0s - loss: 0.6911 - accuracy: 0.7402
100/113 [=========================>....] - ETA: 0s - loss: 0.6911 - accuracy: 0.7401
103/113 [==========================>...] - ETA: 0s - loss: 0.6911 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6911 - accuracy: 0.7399
109/113 [===========================>..] - ETA: 0s - loss: 0.6911 - accuracy: 0.7400
112/113 [============================>.] - ETA: 0s - loss: 0.6911 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6911 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6911 - accuracy: 0.7403 - val_loss: 0.6910 - val_accuracy: 0.7419
Epoch 9/200

  1/113 [..............................] - ETA: 3s - loss: 0.6911 - accuracy: 0.7305
  4/113 [>.............................] - ETA: 2s - loss: 0.6910 - accuracy: 0.7350
  7/113 [>.............................] - ETA: 2s - loss: 0.6910 - accuracy: 0.7362
 10/113 [=>............................] - ETA: 2s - loss: 0.6910 - accuracy: 0.7350
 13/113 [==>...........................] - ETA: 2s - loss: 0.6910 - accuracy: 0.7370
 16/113 [===>..........................] - ETA: 1s - loss: 0.6910 - accuracy: 0.7379
 19/113 [====>.........................] - ETA: 1s - loss: 0.6910 - accuracy: 0.7374
 22/113 [====>.........................] - ETA: 1s - loss: 0.6910 - accuracy: 0.7390
 25/113 [=====>........................] - ETA: 1s - loss: 0.6910 - accuracy: 0.7403
 28/113 [======>.......................] - ETA: 1s - loss: 0.6910 - accuracy: 0.7403
 31/113 [=======>......................] - ETA: 1s - loss: 0.6910 - accuracy: 0.7408
 34/113 [========>.....................] - ETA: 1s - loss: 0.6910 - accuracy: 0.7405
 37/113 [========>.....................] - ETA: 1s - loss: 0.6909 - accuracy: 0.7404
 40/113 [=========>....................] - ETA: 1s - loss: 0.6909 - accuracy: 0.7407
 43/113 [==========>...................] - ETA: 1s - loss: 0.6909 - accuracy: 0.7409
 46/113 [===========>..................] - ETA: 1s - loss: 0.6909 - accuracy: 0.7404
 49/113 [============>.................] - ETA: 1s - loss: 0.6909 - accuracy: 0.7402
 52/113 [============>.................] - ETA: 1s - loss: 0.6909 - accuracy: 0.7403
 55/113 [=============>................] - ETA: 1s - loss: 0.6909 - accuracy: 0.7401
 58/113 [==============>...............] - ETA: 1s - loss: 0.6909 - accuracy: 0.7402
 61/113 [===============>..............] - ETA: 0s - loss: 0.6909 - accuracy: 0.7402
 64/113 [===============>..............] - ETA: 0s - loss: 0.6909 - accuracy: 0.7403
 67/113 [================>.............] - ETA: 0s - loss: 0.6909 - accuracy: 0.7403
 70/113 [=================>............] - ETA: 0s - loss: 0.6909 - accuracy: 0.7402
 73/113 [==================>...........] - ETA: 0s - loss: 0.6909 - accuracy: 0.7401
 76/113 [===================>..........] - ETA: 0s - loss: 0.6909 - accuracy: 0.7401
 79/113 [===================>..........] - ETA: 0s - loss: 0.6909 - accuracy: 0.7401
 82/113 [====================>.........] - ETA: 0s - loss: 0.6909 - accuracy: 0.7398
 85/113 [=====================>........] - ETA: 0s - loss: 0.6909 - accuracy: 0.7398
 88/113 [======================>.......] - ETA: 0s - loss: 0.6909 - accuracy: 0.7399
 91/113 [=======================>......] - ETA: 0s - loss: 0.6909 - accuracy: 0.7400
 94/113 [=======================>......] - ETA: 0s - loss: 0.6909 - accuracy: 0.7399
 97/113 [========================>.....] - ETA: 0s - loss: 0.6909 - accuracy: 0.7399
100/113 [=========================>....] - ETA: 0s - loss: 0.6909 - accuracy: 0.7398
103/113 [==========================>...] - ETA: 0s - loss: 0.6909 - accuracy: 0.7399
106/113 [===========================>..] - ETA: 0s - loss: 0.6909 - accuracy: 0.7400
107/113 [===========================>..] - ETA: 0s - loss: 0.6909 - accuracy: 0.7401
110/113 [============================>.] - ETA: 0s - loss: 0.6909 - accuracy: 0.7401
113/113 [==============================] - 2s 20ms/step - loss: 0.6909 - accuracy: 0.7403

113/113 [==============================] - 3s 28ms/step - loss: 0.6909 - accuracy: 0.7403 - val_loss: 0.6907 - val_accuracy: 0.7419
Epoch 10/200

  1/113 [..............................] - ETA: 2s - loss: 0.6908 - accuracy: 0.7324
  4/113 [>.............................] - ETA: 2s - loss: 0.6908 - accuracy: 0.7368
  7/113 [>.............................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7380
 10/113 [=>............................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7394
 13/113 [==>...........................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7377
 16/113 [===>..........................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7375
 19/113 [====>.........................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7372
 22/113 [====>.........................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7377
 25/113 [=====>........................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7382
 28/113 [======>.......................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7395
 31/113 [=======>......................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7390
 34/113 [========>.....................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7389
 37/113 [========>.....................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7391
 40/113 [=========>....................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7392
 43/113 [==========>...................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7395
 46/113 [===========>..................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7395
 49/113 [============>.................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7391
 52/113 [============>.................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7393
 55/113 [=============>................] - ETA: 1s - loss: 0.6907 - accuracy: 0.7387
 58/113 [==============>...............] - ETA: 1s - loss: 0.6907 - accuracy: 0.7388
 61/113 [===============>..............] - ETA: 0s - loss: 0.6907 - accuracy: 0.7393
 64/113 [===============>..............] - ETA: 0s - loss: 0.6907 - accuracy: 0.7397
 67/113 [================>.............] - ETA: 0s - loss: 0.6907 - accuracy: 0.7398
 70/113 [=================>............] - ETA: 0s - loss: 0.6906 - accuracy: 0.7398
 73/113 [==================>...........] - ETA: 0s - loss: 0.6906 - accuracy: 0.7396
 76/113 [===================>..........] - ETA: 0s - loss: 0.6906 - accuracy: 0.7397
 79/113 [===================>..........] - ETA: 0s - loss: 0.6906 - accuracy: 0.7396
 82/113 [====================>.........] - ETA: 0s - loss: 0.6906 - accuracy: 0.7399
 85/113 [=====================>........] - ETA: 0s - loss: 0.6906 - accuracy: 0.7401
 88/113 [======================>.......] - ETA: 0s - loss: 0.6906 - accuracy: 0.7399
 91/113 [=======================>......] - ETA: 0s - loss: 0.6906 - accuracy: 0.7400
 94/113 [=======================>......] - ETA: 0s - loss: 0.6906 - accuracy: 0.7402
 97/113 [========================>.....] - ETA: 0s - loss: 0.6906 - accuracy: 0.7402
100/113 [=========================>....] - ETA: 0s - loss: 0.6906 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6906 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6906 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6906 - accuracy: 0.7403
112/113 [============================>.] - ETA: 0s - loss: 0.6906 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6906 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6906 - accuracy: 0.7403 - val_loss: 0.6904 - val_accuracy: 0.7419
Epoch 11/200

  1/113 [..............................] - ETA: 2s - loss: 0.6905 - accuracy: 0.7334
  4/113 [>.............................] - ETA: 2s - loss: 0.6905 - accuracy: 0.7373
  7/113 [>.............................] - ETA: 1s - loss: 0.6905 - accuracy: 0.7395
 10/113 [=>............................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7418
 13/113 [==>...........................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7439
 16/113 [===>..........................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7414
 19/113 [====>.........................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7414
 22/113 [====>.........................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7420
 25/113 [=====>........................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7421
 28/113 [======>.......................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7414
 31/113 [=======>......................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7422
 34/113 [========>.....................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7420
 37/113 [========>.....................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7414
 40/113 [=========>....................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7417
 43/113 [==========>...................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7417
 46/113 [===========>..................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7415
 49/113 [============>.................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7416
 52/113 [============>.................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7417
 55/113 [=============>................] - ETA: 1s - loss: 0.6904 - accuracy: 0.7414
 58/113 [==============>...............] - ETA: 1s - loss: 0.6904 - accuracy: 0.7408
 61/113 [===============>..............] - ETA: 0s - loss: 0.6904 - accuracy: 0.7409
 64/113 [===============>..............] - ETA: 0s - loss: 0.6904 - accuracy: 0.7409
 67/113 [================>.............] - ETA: 0s - loss: 0.6904 - accuracy: 0.7402
 70/113 [=================>............] - ETA: 0s - loss: 0.6904 - accuracy: 0.7404
 73/113 [==================>...........] - ETA: 0s - loss: 0.6904 - accuracy: 0.7403
 76/113 [===================>..........] - ETA: 0s - loss: 0.6904 - accuracy: 0.7404
 79/113 [===================>..........] - ETA: 0s - loss: 0.6904 - accuracy: 0.7409
 82/113 [====================>.........] - ETA: 0s - loss: 0.6903 - accuracy: 0.7413
 85/113 [=====================>........] - ETA: 0s - loss: 0.6903 - accuracy: 0.7409
 88/113 [======================>.......] - ETA: 0s - loss: 0.6903 - accuracy: 0.7409
 91/113 [=======================>......] - ETA: 0s - loss: 0.6903 - accuracy: 0.7408
 94/113 [=======================>......] - ETA: 0s - loss: 0.6903 - accuracy: 0.7409
 97/113 [========================>.....] - ETA: 0s - loss: 0.6903 - accuracy: 0.7405
100/113 [=========================>....] - ETA: 0s - loss: 0.6903 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6903 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6903 - accuracy: 0.7400
109/113 [===========================>..] - ETA: 0s - loss: 0.6903 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6903 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6903 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6903 - accuracy: 0.7403 - val_loss: 0.6902 - val_accuracy: 0.7419
Epoch 12/200

  1/113 [..............................] - ETA: 2s - loss: 0.6901 - accuracy: 0.7461
  4/113 [>.............................] - ETA: 2s - loss: 0.6902 - accuracy: 0.7369
  7/113 [>.............................] - ETA: 1s - loss: 0.6903 - accuracy: 0.7348
 10/113 [=>............................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7368
 13/113 [==>...........................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7380
 16/113 [===>..........................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7394
 19/113 [====>.........................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7404
 22/113 [====>.........................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7393
 25/113 [=====>........................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7395
 28/113 [======>.......................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7395
 31/113 [=======>......................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7386
 34/113 [========>.....................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7379
 37/113 [========>.....................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7379
 40/113 [=========>....................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7377
 43/113 [==========>...................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7387
 46/113 [===========>..................] - ETA: 1s - loss: 0.6902 - accuracy: 0.7391
 49/113 [============>.................] - ETA: 1s - loss: 0.6901 - accuracy: 0.7393
 52/113 [============>.................] - ETA: 1s - loss: 0.6901 - accuracy: 0.7393
 55/113 [=============>................] - ETA: 1s - loss: 0.6901 - accuracy: 0.7395
 58/113 [==============>...............] - ETA: 1s - loss: 0.6901 - accuracy: 0.7396
 61/113 [===============>..............] - ETA: 0s - loss: 0.6901 - accuracy: 0.7394
 64/113 [===============>..............] - ETA: 0s - loss: 0.6901 - accuracy: 0.7394
 67/113 [================>.............] - ETA: 0s - loss: 0.6901 - accuracy: 0.7398
 70/113 [=================>............] - ETA: 0s - loss: 0.6901 - accuracy: 0.7397
 73/113 [==================>...........] - ETA: 0s - loss: 0.6901 - accuracy: 0.7397
 76/113 [===================>..........] - ETA: 0s - loss: 0.6901 - accuracy: 0.7396
 79/113 [===================>..........] - ETA: 0s - loss: 0.6901 - accuracy: 0.7396
 82/113 [====================>.........] - ETA: 0s - loss: 0.6901 - accuracy: 0.7399
 85/113 [=====================>........] - ETA: 0s - loss: 0.6901 - accuracy: 0.7398
 88/113 [======================>.......] - ETA: 0s - loss: 0.6901 - accuracy: 0.7397
 91/113 [=======================>......] - ETA: 0s - loss: 0.6901 - accuracy: 0.7396
 94/113 [=======================>......] - ETA: 0s - loss: 0.6901 - accuracy: 0.7397
 97/113 [========================>.....] - ETA: 0s - loss: 0.6901 - accuracy: 0.7398
100/113 [=========================>....] - ETA: 0s - loss: 0.6901 - accuracy: 0.7397
103/113 [==========================>...] - ETA: 0s - loss: 0.6901 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6901 - accuracy: 0.7402
109/113 [===========================>..] - ETA: 0s - loss: 0.6901 - accuracy: 0.7403
112/113 [============================>.] - ETA: 0s - loss: 0.6901 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6901 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6901 - accuracy: 0.7403 - val_loss: 0.6899 - val_accuracy: 0.7419
Epoch 13/200

  1/113 [..............................] - ETA: 2s - loss: 0.6898 - accuracy: 0.7495
  4/113 [>.............................] - ETA: 2s - loss: 0.6900 - accuracy: 0.7335
  7/113 [>.............................] - ETA: 1s - loss: 0.6900 - accuracy: 0.7356
 10/113 [=>............................] - ETA: 1s - loss: 0.6900 - accuracy: 0.7357
 13/113 [==>...........................] - ETA: 1s - loss: 0.6900 - accuracy: 0.7372
 16/113 [===>..........................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7385
 19/113 [====>.........................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7380
 22/113 [====>.........................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7385
 25/113 [=====>........................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7392
 28/113 [======>.......................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7398
 31/113 [=======>......................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7399
 34/113 [========>.....................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7407
 37/113 [========>.....................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7414
 40/113 [=========>....................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7418
 43/113 [==========>...................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7412
 46/113 [===========>..................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7415
 49/113 [============>.................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7411
 52/113 [============>.................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7408
 55/113 [=============>................] - ETA: 1s - loss: 0.6899 - accuracy: 0.7405
 58/113 [==============>...............] - ETA: 1s - loss: 0.6899 - accuracy: 0.7403
 61/113 [===============>..............] - ETA: 0s - loss: 0.6898 - accuracy: 0.7405
 64/113 [===============>..............] - ETA: 0s - loss: 0.6898 - accuracy: 0.7407
 67/113 [================>.............] - ETA: 0s - loss: 0.6898 - accuracy: 0.7407
 70/113 [=================>............] - ETA: 0s - loss: 0.6898 - accuracy: 0.7407
 73/113 [==================>...........] - ETA: 0s - loss: 0.6898 - accuracy: 0.7409
 76/113 [===================>..........] - ETA: 0s - loss: 0.6898 - accuracy: 0.7407
 79/113 [===================>..........] - ETA: 0s - loss: 0.6898 - accuracy: 0.7408
 82/113 [====================>.........] - ETA: 0s - loss: 0.6898 - accuracy: 0.7405
 85/113 [=====================>........] - ETA: 0s - loss: 0.6898 - accuracy: 0.7407
 88/113 [======================>.......] - ETA: 0s - loss: 0.6898 - accuracy: 0.7407
 91/113 [=======================>......] - ETA: 0s - loss: 0.6898 - accuracy: 0.7405
 94/113 [=======================>......] - ETA: 0s - loss: 0.6898 - accuracy: 0.7405
 97/113 [========================>.....] - ETA: 0s - loss: 0.6898 - accuracy: 0.7402
100/113 [=========================>....] - ETA: 0s - loss: 0.6898 - accuracy: 0.7405
103/113 [==========================>...] - ETA: 0s - loss: 0.6898 - accuracy: 0.7405
106/113 [===========================>..] - ETA: 0s - loss: 0.6898 - accuracy: 0.7404
109/113 [===========================>..] - ETA: 0s - loss: 0.6898 - accuracy: 0.7405
112/113 [============================>.] - ETA: 0s - loss: 0.6898 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6898 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6898 - accuracy: 0.7403 - val_loss: 0.6896 - val_accuracy: 0.7419
Epoch 14/200

  1/113 [..............................] - ETA: 2s - loss: 0.6897 - accuracy: 0.7378
  4/113 [>.............................] - ETA: 2s - loss: 0.6897 - accuracy: 0.7385
  7/113 [>.............................] - ETA: 1s - loss: 0.6897 - accuracy: 0.7368
 10/113 [=>............................] - ETA: 1s - loss: 0.6897 - accuracy: 0.7373
 13/113 [==>...........................] - ETA: 1s - loss: 0.6897 - accuracy: 0.7384
 16/113 [===>..........................] - ETA: 1s - loss: 0.6897 - accuracy: 0.7390
 19/113 [====>.........................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7412
 22/113 [====>.........................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7416
 25/113 [=====>........................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7424
 28/113 [======>.......................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7429
 31/113 [=======>......................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7425
 34/113 [========>.....................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7412
 37/113 [========>.....................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7420
 40/113 [=========>....................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7426
 43/113 [==========>...................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7417
 46/113 [===========>..................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7416
 49/113 [============>.................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7415
 52/113 [============>.................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7413
 55/113 [=============>................] - ETA: 1s - loss: 0.6896 - accuracy: 0.7411
 58/113 [==============>...............] - ETA: 1s - loss: 0.6896 - accuracy: 0.7410
 61/113 [===============>..............] - ETA: 0s - loss: 0.6896 - accuracy: 0.7404
 64/113 [===============>..............] - ETA: 0s - loss: 0.6896 - accuracy: 0.7406
 67/113 [================>.............] - ETA: 0s - loss: 0.6896 - accuracy: 0.7405
 70/113 [=================>............] - ETA: 0s - loss: 0.6896 - accuracy: 0.7405
 73/113 [==================>...........] - ETA: 0s - loss: 0.6896 - accuracy: 0.7406
 76/113 [===================>..........] - ETA: 0s - loss: 0.6896 - accuracy: 0.7405
 79/113 [===================>..........] - ETA: 0s - loss: 0.6896 - accuracy: 0.7406
 82/113 [====================>.........] - ETA: 0s - loss: 0.6896 - accuracy: 0.7404
 85/113 [=====================>........] - ETA: 0s - loss: 0.6896 - accuracy: 0.7404
 88/113 [======================>.......] - ETA: 0s - loss: 0.6896 - accuracy: 0.7404
 91/113 [=======================>......] - ETA: 0s - loss: 0.6895 - accuracy: 0.7404
 94/113 [=======================>......] - ETA: 0s - loss: 0.6895 - accuracy: 0.7405
 97/113 [========================>.....] - ETA: 0s - loss: 0.6895 - accuracy: 0.7404
100/113 [=========================>....] - ETA: 0s - loss: 0.6895 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6895 - accuracy: 0.7404
106/113 [===========================>..] - ETA: 0s - loss: 0.6895 - accuracy: 0.7405
109/113 [===========================>..] - ETA: 0s - loss: 0.6895 - accuracy: 0.7405
112/113 [============================>.] - ETA: 0s - loss: 0.6895 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6895 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6895 - accuracy: 0.7403 - val_loss: 0.6894 - val_accuracy: 0.7419
Epoch 15/200

  1/113 [..............................] - ETA: 2s - loss: 0.6894 - accuracy: 0.7373
  4/113 [>.............................] - ETA: 1s - loss: 0.6895 - accuracy: 0.7347
  7/113 [>.............................] - ETA: 1s - loss: 0.6895 - accuracy: 0.7348
 10/113 [=>............................] - ETA: 1s - loss: 0.6895 - accuracy: 0.7351
 13/113 [==>...........................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7369
 16/113 [===>..........................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7385
 19/113 [====>.........................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7393
 22/113 [====>.........................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7394
 25/113 [=====>........................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7395
 28/113 [======>.......................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7395
 31/113 [=======>......................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7390
 34/113 [========>.....................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7387
 37/113 [========>.....................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7389
 40/113 [=========>....................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7397
 43/113 [==========>...................] - ETA: 1s - loss: 0.6893 - accuracy: 0.7398
 46/113 [===========>..................] - ETA: 1s - loss: 0.6893 - accuracy: 0.7396
 49/113 [============>.................] - ETA: 1s - loss: 0.6893 - accuracy: 0.7398
 52/113 [============>.................] - ETA: 1s - loss: 0.6893 - accuracy: 0.7397
 55/113 [=============>................] - ETA: 1s - loss: 0.6893 - accuracy: 0.7395
 58/113 [==============>...............] - ETA: 1s - loss: 0.6893 - accuracy: 0.7393
 61/113 [===============>..............] - ETA: 0s - loss: 0.6893 - accuracy: 0.7395
 64/113 [===============>..............] - ETA: 0s - loss: 0.6893 - accuracy: 0.7404
 67/113 [================>.............] - ETA: 0s - loss: 0.6893 - accuracy: 0.7403
 70/113 [=================>............] - ETA: 0s - loss: 0.6893 - accuracy: 0.7402
 73/113 [==================>...........] - ETA: 0s - loss: 0.6893 - accuracy: 0.7404
 76/113 [===================>..........] - ETA: 0s - loss: 0.6893 - accuracy: 0.7408
 79/113 [===================>..........] - ETA: 0s - loss: 0.6893 - accuracy: 0.7408
 82/113 [====================>.........] - ETA: 0s - loss: 0.6893 - accuracy: 0.7406
 85/113 [=====================>........] - ETA: 0s - loss: 0.6893 - accuracy: 0.7406
 88/113 [======================>.......] - ETA: 0s - loss: 0.6893 - accuracy: 0.7405
 91/113 [=======================>......] - ETA: 0s - loss: 0.6893 - accuracy: 0.7404
 94/113 [=======================>......] - ETA: 0s - loss: 0.6893 - accuracy: 0.7403
 97/113 [========================>.....] - ETA: 0s - loss: 0.6893 - accuracy: 0.7401
100/113 [=========================>....] - ETA: 0s - loss: 0.6893 - accuracy: 0.7402
103/113 [==========================>...] - ETA: 0s - loss: 0.6893 - accuracy: 0.7404
106/113 [===========================>..] - ETA: 0s - loss: 0.6893 - accuracy: 0.7402
109/113 [===========================>..] - ETA: 0s - loss: 0.6893 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6893 - accuracy: 0.7402
113/113 [==============================] - 2s 19ms/step - loss: 0.6893 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6893 - accuracy: 0.7403 - val_loss: 0.6891 - val_accuracy: 0.7419
Epoch 16/200

  1/113 [..............................] - ETA: 2s - loss: 0.6890 - accuracy: 0.7471
  4/113 [>.............................] - ETA: 2s - loss: 0.6891 - accuracy: 0.7402
  7/113 [>.............................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7388
 10/113 [=>............................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7399
 13/113 [==>...........................] - ETA: 1s - loss: 0.6892 - accuracy: 0.7364
 16/113 [===>..........................] - ETA: 1s - loss: 0.6892 - accuracy: 0.7374
 19/113 [====>.........................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7377
 22/113 [====>.........................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7378
 25/113 [=====>........................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7387
 28/113 [======>.......................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7385
 31/113 [=======>......................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7387
 34/113 [========>.....................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7392
 37/113 [========>.....................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7399
 40/113 [=========>....................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7397
 43/113 [==========>...................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7395
 46/113 [===========>..................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7393
 49/113 [============>.................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7392
 52/113 [============>.................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7394
 55/113 [=============>................] - ETA: 1s - loss: 0.6891 - accuracy: 0.7398
 58/113 [==============>...............] - ETA: 1s - loss: 0.6891 - accuracy: 0.7403
 61/113 [===============>..............] - ETA: 0s - loss: 0.6890 - accuracy: 0.7406
 64/113 [===============>..............] - ETA: 0s - loss: 0.6890 - accuracy: 0.7406
 67/113 [================>.............] - ETA: 0s - loss: 0.6890 - accuracy: 0.7403
 70/113 [=================>............] - ETA: 0s - loss: 0.6890 - accuracy: 0.7404
 73/113 [==================>...........] - ETA: 0s - loss: 0.6890 - accuracy: 0.7405
 76/113 [===================>..........] - ETA: 0s - loss: 0.6890 - accuracy: 0.7402
 79/113 [===================>..........] - ETA: 0s - loss: 0.6890 - accuracy: 0.7400
 82/113 [====================>.........] - ETA: 0s - loss: 0.6890 - accuracy: 0.7401
 85/113 [=====================>........] - ETA: 0s - loss: 0.6890 - accuracy: 0.7402
 88/113 [======================>.......] - ETA: 0s - loss: 0.6890 - accuracy: 0.7402
 91/113 [=======================>......] - ETA: 0s - loss: 0.6890 - accuracy: 0.7402
 94/113 [=======================>......] - ETA: 0s - loss: 0.6890 - accuracy: 0.7404
 97/113 [========================>.....] - ETA: 0s - loss: 0.6890 - accuracy: 0.7403
100/113 [=========================>....] - ETA: 0s - loss: 0.6890 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6890 - accuracy: 0.7404
106/113 [===========================>..] - ETA: 0s - loss: 0.6890 - accuracy: 0.7402
109/113 [===========================>..] - ETA: 0s - loss: 0.6890 - accuracy: 0.7403
112/113 [============================>.] - ETA: 0s - loss: 0.6890 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6890 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6890 - accuracy: 0.7403 - val_loss: 0.6888 - val_accuracy: 0.7419
Epoch 17/200

  1/113 [..............................] - ETA: 2s - loss: 0.6890 - accuracy: 0.7349
  4/113 [>.............................] - ETA: 2s - loss: 0.6889 - accuracy: 0.7377
  7/113 [>.............................] - ETA: 2s - loss: 0.6889 - accuracy: 0.7400
 10/113 [=>............................] - ETA: 1s - loss: 0.6888 - accuracy: 0.7404
 13/113 [==>...........................] - ETA: 1s - loss: 0.6889 - accuracy: 0.7384
 16/113 [===>..........................] - ETA: 1s - loss: 0.6889 - accuracy: 0.7389
 19/113 [====>.........................] - ETA: 1s - loss: 0.6889 - accuracy: 0.7389
 22/113 [====>.........................] - ETA: 1s - loss: 0.6889 - accuracy: 0.7391
 25/113 [=====>........................] - ETA: 1s - loss: 0.6888 - accuracy: 0.7393
 28/113 [======>.......................] - ETA: 1s - loss: 0.6889 - accuracy: 0.7387
 31/113 [=======>......................] - ETA: 1s - loss: 0.6889 - accuracy: 0.7382
 34/113 [========>.....................] - ETA: 1s - loss: 0.6889 - accuracy: 0.7386
 37/113 [========>.....................] - ETA: 1s - loss: 0.6888 - accuracy: 0.7385
 40/113 [=========>....................] - ETA: 1s - loss: 0.6888 - accuracy: 0.7388
 43/113 [==========>...................] - ETA: 1s - loss: 0.6888 - accuracy: 0.7391
 46/113 [===========>..................] - ETA: 1s - loss: 0.6888 - accuracy: 0.7392
 49/113 [============>.................] - ETA: 1s - loss: 0.6888 - accuracy: 0.7395
 52/113 [============>.................] - ETA: 1s - loss: 0.6888 - accuracy: 0.7397
 55/113 [=============>................] - ETA: 1s - loss: 0.6888 - accuracy: 0.7399
 58/113 [==============>...............] - ETA: 1s - loss: 0.6888 - accuracy: 0.7397
 61/113 [===============>..............] - ETA: 0s - loss: 0.6888 - accuracy: 0.7394
 64/113 [===============>..............] - ETA: 0s - loss: 0.6888 - accuracy: 0.7400
 67/113 [================>.............] - ETA: 0s - loss: 0.6888 - accuracy: 0.7398
 70/113 [=================>............] - ETA: 0s - loss: 0.6888 - accuracy: 0.7399
 73/113 [==================>...........] - ETA: 0s - loss: 0.6888 - accuracy: 0.7397
 76/113 [===================>..........] - ETA: 0s - loss: 0.6888 - accuracy: 0.7394
 79/113 [===================>..........] - ETA: 0s - loss: 0.6888 - accuracy: 0.7394
 82/113 [====================>.........] - ETA: 0s - loss: 0.6888 - accuracy: 0.7394
 85/113 [=====================>........] - ETA: 0s - loss: 0.6888 - accuracy: 0.7395
 88/113 [======================>.......] - ETA: 0s - loss: 0.6888 - accuracy: 0.7398
 91/113 [=======================>......] - ETA: 0s - loss: 0.6888 - accuracy: 0.7398
 94/113 [=======================>......] - ETA: 0s - loss: 0.6888 - accuracy: 0.7398
 97/113 [========================>.....] - ETA: 0s - loss: 0.6888 - accuracy: 0.7400
100/113 [=========================>....] - ETA: 0s - loss: 0.6887 - accuracy: 0.7400
103/113 [==========================>...] - ETA: 0s - loss: 0.6887 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6887 - accuracy: 0.7404
109/113 [===========================>..] - ETA: 0s - loss: 0.6887 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6887 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6887 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6887 - accuracy: 0.7403 - val_loss: 0.6886 - val_accuracy: 0.7419
Epoch 18/200

  1/113 [..............................] - ETA: 2s - loss: 0.6883 - accuracy: 0.7534
  4/113 [>.............................] - ETA: 2s - loss: 0.6886 - accuracy: 0.7412
  7/113 [>.............................] - ETA: 2s - loss: 0.6886 - accuracy: 0.7390
 10/113 [=>............................] - ETA: 2s - loss: 0.6885 - accuracy: 0.7428
 13/113 [==>...........................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7440
 16/113 [===>..........................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7429
 19/113 [====>.........................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7416
 22/113 [====>.........................] - ETA: 1s - loss: 0.6886 - accuracy: 0.7404
 25/113 [=====>........................] - ETA: 1s - loss: 0.6886 - accuracy: 0.7407
 28/113 [======>.......................] - ETA: 1s - loss: 0.6886 - accuracy: 0.7405
 31/113 [=======>......................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7415
 34/113 [========>.....................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7412
 37/113 [========>.....................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7410
 40/113 [=========>....................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7407
 43/113 [==========>...................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7410
 46/113 [===========>..................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7408
 49/113 [============>.................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7401
 52/113 [============>.................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7403
 55/113 [=============>................] - ETA: 1s - loss: 0.6885 - accuracy: 0.7402
 58/113 [==============>...............] - ETA: 1s - loss: 0.6885 - accuracy: 0.7406
 61/113 [===============>..............] - ETA: 0s - loss: 0.6885 - accuracy: 0.7408
 64/113 [===============>..............] - ETA: 0s - loss: 0.6885 - accuracy: 0.7408
 67/113 [================>.............] - ETA: 0s - loss: 0.6885 - accuracy: 0.7406
 70/113 [=================>............] - ETA: 0s - loss: 0.6885 - accuracy: 0.7403
 73/113 [==================>...........] - ETA: 0s - loss: 0.6885 - accuracy: 0.7409
 76/113 [===================>..........] - ETA: 0s - loss: 0.6885 - accuracy: 0.7412
 79/113 [===================>..........] - ETA: 0s - loss: 0.6885 - accuracy: 0.7408
 82/113 [====================>.........] - ETA: 0s - loss: 0.6885 - accuracy: 0.7405
 85/113 [=====================>........] - ETA: 0s - loss: 0.6885 - accuracy: 0.7403
 88/113 [======================>.......] - ETA: 0s - loss: 0.6885 - accuracy: 0.7404
 91/113 [=======================>......] - ETA: 0s - loss: 0.6885 - accuracy: 0.7404
 94/113 [=======================>......] - ETA: 0s - loss: 0.6885 - accuracy: 0.7404
 97/113 [========================>.....] - ETA: 0s - loss: 0.6885 - accuracy: 0.7405
100/113 [=========================>....] - ETA: 0s - loss: 0.6885 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6885 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6885 - accuracy: 0.7404
109/113 [===========================>..] - ETA: 0s - loss: 0.6885 - accuracy: 0.7400
112/113 [============================>.] - ETA: 0s - loss: 0.6885 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6885 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6885 - accuracy: 0.7403 - val_loss: 0.6883 - val_accuracy: 0.7419
Epoch 19/200

  1/113 [..............................] - ETA: 2s - loss: 0.6885 - accuracy: 0.7329
  4/113 [>.............................] - ETA: 2s - loss: 0.6884 - accuracy: 0.7350
  7/113 [>.............................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7408
 10/113 [=>............................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7399
 13/113 [==>...........................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7391
 16/113 [===>..........................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7391
 19/113 [====>.........................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7388
 22/113 [====>.........................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7392
 25/113 [=====>........................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7392
 28/113 [======>.......................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7393
 31/113 [=======>......................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7401
 34/113 [========>.....................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7399
 37/113 [========>.....................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7400
 40/113 [=========>....................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7410
 43/113 [==========>...................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7407
 46/113 [===========>..................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7402
 49/113 [============>.................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7401
 52/113 [============>.................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7398
 55/113 [=============>................] - ETA: 1s - loss: 0.6883 - accuracy: 0.7395
 58/113 [==============>...............] - ETA: 1s - loss: 0.6883 - accuracy: 0.7398
 61/113 [===============>..............] - ETA: 0s - loss: 0.6883 - accuracy: 0.7402
 64/113 [===============>..............] - ETA: 0s - loss: 0.6883 - accuracy: 0.7402
 67/113 [================>.............] - ETA: 0s - loss: 0.6883 - accuracy: 0.7401
 70/113 [=================>............] - ETA: 0s - loss: 0.6883 - accuracy: 0.7402
 73/113 [==================>...........] - ETA: 0s - loss: 0.6882 - accuracy: 0.7404
 76/113 [===================>..........] - ETA: 0s - loss: 0.6882 - accuracy: 0.7407
 79/113 [===================>..........] - ETA: 0s - loss: 0.6882 - accuracy: 0.7405
 82/113 [====================>.........] - ETA: 0s - loss: 0.6882 - accuracy: 0.7406
 85/113 [=====================>........] - ETA: 0s - loss: 0.6882 - accuracy: 0.7407
 88/113 [======================>.......] - ETA: 0s - loss: 0.6882 - accuracy: 0.7409
 91/113 [=======================>......] - ETA: 0s - loss: 0.6882 - accuracy: 0.7407
 94/113 [=======================>......] - ETA: 0s - loss: 0.6882 - accuracy: 0.7404
 97/113 [========================>.....] - ETA: 0s - loss: 0.6882 - accuracy: 0.7402
100/113 [=========================>....] - ETA: 0s - loss: 0.6882 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6882 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6882 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6882 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6882 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6882 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6882 - accuracy: 0.7403 - val_loss: 0.6880 - val_accuracy: 0.7419
Epoch 20/200

  1/113 [..............................] - ETA: 2s - loss: 0.6879 - accuracy: 0.7485
  4/113 [>.............................] - ETA: 2s - loss: 0.6881 - accuracy: 0.7393
  7/113 [>.............................] - ETA: 1s - loss: 0.6881 - accuracy: 0.7375
 10/113 [=>............................] - ETA: 1s - loss: 0.6881 - accuracy: 0.7370
 13/113 [==>...........................] - ETA: 1s - loss: 0.6881 - accuracy: 0.7394
 16/113 [===>..........................] - ETA: 1s - loss: 0.6881 - accuracy: 0.7398
 19/113 [====>.........................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7403
 22/113 [====>.........................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7402
 25/113 [=====>........................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7404
 28/113 [======>.......................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7398
 31/113 [=======>......................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7408
 34/113 [========>.....................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7408
 37/113 [========>.....................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7407
 40/113 [=========>....................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7414
 43/113 [==========>...................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7418
 46/113 [===========>..................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7416
 49/113 [============>.................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7416
 52/113 [============>.................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7413
 55/113 [=============>................] - ETA: 1s - loss: 0.6880 - accuracy: 0.7418
 58/113 [==============>...............] - ETA: 1s - loss: 0.6880 - accuracy: 0.7409
 61/113 [===============>..............] - ETA: 0s - loss: 0.6880 - accuracy: 0.7410
 64/113 [===============>..............] - ETA: 0s - loss: 0.6880 - accuracy: 0.7408
 67/113 [================>.............] - ETA: 0s - loss: 0.6880 - accuracy: 0.7410
 70/113 [=================>............] - ETA: 0s - loss: 0.6880 - accuracy: 0.7414
 73/113 [==================>...........] - ETA: 0s - loss: 0.6880 - accuracy: 0.7416
 76/113 [===================>..........] - ETA: 0s - loss: 0.6880 - accuracy: 0.7411
 79/113 [===================>..........] - ETA: 0s - loss: 0.6880 - accuracy: 0.7411
 82/113 [====================>.........] - ETA: 0s - loss: 0.6880 - accuracy: 0.7411
 85/113 [=====================>........] - ETA: 0s - loss: 0.6880 - accuracy: 0.7408
 88/113 [======================>.......] - ETA: 0s - loss: 0.6880 - accuracy: 0.7408
 91/113 [=======================>......] - ETA: 0s - loss: 0.6880 - accuracy: 0.7404
 94/113 [=======================>......] - ETA: 0s - loss: 0.6880 - accuracy: 0.7406
 97/113 [========================>.....] - ETA: 0s - loss: 0.6880 - accuracy: 0.7404
100/113 [=========================>....] - ETA: 0s - loss: 0.6880 - accuracy: 0.7402
103/113 [==========================>...] - ETA: 0s - loss: 0.6880 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6880 - accuracy: 0.7400
109/113 [===========================>..] - ETA: 0s - loss: 0.6879 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6879 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6879 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6879 - accuracy: 0.7403 - val_loss: 0.6878 - val_accuracy: 0.7419
Epoch 21/200

  1/113 [..............................] - ETA: 2s - loss: 0.6880 - accuracy: 0.7295
  4/113 [>.............................] - ETA: 2s - loss: 0.6878 - accuracy: 0.7400
  7/113 [>.............................] - ETA: 1s - loss: 0.6879 - accuracy: 0.7369
 10/113 [=>............................] - ETA: 1s - loss: 0.6879 - accuracy: 0.7370
 13/113 [==>...........................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7390
 16/113 [===>..........................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7382
 19/113 [====>.........................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7375
 22/113 [====>.........................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7388
 25/113 [=====>........................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7389
 28/113 [======>.......................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7388
 31/113 [=======>......................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7383
 34/113 [========>.....................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7391
 37/113 [========>.....................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7397
 40/113 [=========>....................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7398
 43/113 [==========>...................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7401
 46/113 [===========>..................] - ETA: 1s - loss: 0.6877 - accuracy: 0.7405
 49/113 [============>.................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7393
 52/113 [============>.................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7399
 55/113 [=============>................] - ETA: 1s - loss: 0.6878 - accuracy: 0.7394
 58/113 [==============>...............] - ETA: 1s - loss: 0.6877 - accuracy: 0.7399
 61/113 [===============>..............] - ETA: 0s - loss: 0.6877 - accuracy: 0.7397
 64/113 [===============>..............] - ETA: 0s - loss: 0.6878 - accuracy: 0.7393
 67/113 [================>.............] - ETA: 0s - loss: 0.6878 - accuracy: 0.7393
 70/113 [=================>............] - ETA: 0s - loss: 0.6877 - accuracy: 0.7394
 73/113 [==================>...........] - ETA: 0s - loss: 0.6877 - accuracy: 0.7395
 76/113 [===================>..........] - ETA: 0s - loss: 0.6877 - accuracy: 0.7394
 79/113 [===================>..........] - ETA: 0s - loss: 0.6877 - accuracy: 0.7394
 82/113 [====================>.........] - ETA: 0s - loss: 0.6877 - accuracy: 0.7394
 85/113 [=====================>........] - ETA: 0s - loss: 0.6877 - accuracy: 0.7397
 88/113 [======================>.......] - ETA: 0s - loss: 0.6877 - accuracy: 0.7395
 91/113 [=======================>......] - ETA: 0s - loss: 0.6877 - accuracy: 0.7400
 94/113 [=======================>......] - ETA: 0s - loss: 0.6877 - accuracy: 0.7401
 97/113 [========================>.....] - ETA: 0s - loss: 0.6877 - accuracy: 0.7404
100/113 [=========================>....] - ETA: 0s - loss: 0.6877 - accuracy: 0.7401
103/113 [==========================>...] - ETA: 0s - loss: 0.6877 - accuracy: 0.7399
106/113 [===========================>..] - ETA: 0s - loss: 0.6877 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6877 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6877 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6877 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6877 - accuracy: 0.7403 - val_loss: 0.6875 - val_accuracy: 0.7419
Epoch 22/200

  1/113 [..............................] - ETA: 2s - loss: 0.6879 - accuracy: 0.7261
  4/113 [>.............................] - ETA: 2s - loss: 0.6875 - accuracy: 0.7423
  7/113 [>.............................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7426
 10/113 [=>............................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7425
 13/113 [==>...........................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7420
 16/113 [===>..........................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7409
 19/113 [====>.........................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7411
 22/113 [====>.........................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7416
 25/113 [=====>........................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7406
 28/113 [======>.......................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7410
 31/113 [=======>......................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7408
 34/113 [========>.....................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7403
 37/113 [========>.....................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7396
 40/113 [=========>....................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7400
 43/113 [==========>...................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7404
 46/113 [===========>..................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7401
 49/113 [============>.................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7396
 52/113 [============>.................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7402
 55/113 [=============>................] - ETA: 1s - loss: 0.6875 - accuracy: 0.7408
 58/113 [==============>...............] - ETA: 1s - loss: 0.6875 - accuracy: 0.7407
 61/113 [===============>..............] - ETA: 0s - loss: 0.6875 - accuracy: 0.7406
 64/113 [===============>..............] - ETA: 0s - loss: 0.6875 - accuracy: 0.7409
 67/113 [================>.............] - ETA: 0s - loss: 0.6874 - accuracy: 0.7410
 70/113 [=================>............] - ETA: 0s - loss: 0.6874 - accuracy: 0.7409
 73/113 [==================>...........] - ETA: 0s - loss: 0.6875 - accuracy: 0.7407
 76/113 [===================>..........] - ETA: 0s - loss: 0.6874 - accuracy: 0.7408
 79/113 [===================>..........] - ETA: 0s - loss: 0.6874 - accuracy: 0.7408
 82/113 [====================>.........] - ETA: 0s - loss: 0.6874 - accuracy: 0.7407
 85/113 [=====================>........] - ETA: 0s - loss: 0.6874 - accuracy: 0.7407
 88/113 [======================>.......] - ETA: 0s - loss: 0.6874 - accuracy: 0.7404
 91/113 [=======================>......] - ETA: 0s - loss: 0.6874 - accuracy: 0.7407
 94/113 [=======================>......] - ETA: 0s - loss: 0.6874 - accuracy: 0.7407
 97/113 [========================>.....] - ETA: 0s - loss: 0.6874 - accuracy: 0.7406
100/113 [=========================>....] - ETA: 0s - loss: 0.6874 - accuracy: 0.7405
103/113 [==========================>...] - ETA: 0s - loss: 0.6874 - accuracy: 0.7404
106/113 [===========================>..] - ETA: 0s - loss: 0.6874 - accuracy: 0.7405
109/113 [===========================>..] - ETA: 0s - loss: 0.6874 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6874 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6874 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6874 - accuracy: 0.7403 - val_loss: 0.6872 - val_accuracy: 0.7419
Epoch 23/200

  1/113 [..............................] - ETA: 2s - loss: 0.6871 - accuracy: 0.7495
  4/113 [>.............................] - ETA: 2s - loss: 0.6873 - accuracy: 0.7399
  7/113 [>.............................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7432
 10/113 [=>............................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7419
 13/113 [==>...........................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7412
 16/113 [===>..........................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7413
 19/113 [====>.........................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7407
 22/113 [====>.........................] - ETA: 1s - loss: 0.6873 - accuracy: 0.7402
 25/113 [=====>........................] - ETA: 1s - loss: 0.6873 - accuracy: 0.7399
 28/113 [======>.......................] - ETA: 1s - loss: 0.6873 - accuracy: 0.7399
 31/113 [=======>......................] - ETA: 1s - loss: 0.6873 - accuracy: 0.7400
 34/113 [========>.....................] - ETA: 1s - loss: 0.6873 - accuracy: 0.7397
 37/113 [========>.....................] - ETA: 1s - loss: 0.6873 - accuracy: 0.7398
 40/113 [=========>....................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7398
 43/113 [==========>...................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7396
 46/113 [===========>..................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7403
 49/113 [============>.................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7403
 52/113 [============>.................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7404
 55/113 [=============>................] - ETA: 1s - loss: 0.6872 - accuracy: 0.7404
 58/113 [==============>...............] - ETA: 1s - loss: 0.6872 - accuracy: 0.7404
 61/113 [===============>..............] - ETA: 0s - loss: 0.6872 - accuracy: 0.7408
 64/113 [===============>..............] - ETA: 0s - loss: 0.6872 - accuracy: 0.7403
 67/113 [================>.............] - ETA: 0s - loss: 0.6872 - accuracy: 0.7400
 70/113 [=================>............] - ETA: 0s - loss: 0.6872 - accuracy: 0.7401
 73/113 [==================>...........] - ETA: 0s - loss: 0.6872 - accuracy: 0.7399
 76/113 [===================>..........] - ETA: 0s - loss: 0.6872 - accuracy: 0.7398
 79/113 [===================>..........] - ETA: 0s - loss: 0.6872 - accuracy: 0.7395
 82/113 [====================>.........] - ETA: 0s - loss: 0.6872 - accuracy: 0.7396
 85/113 [=====================>........] - ETA: 0s - loss: 0.6872 - accuracy: 0.7397
 88/113 [======================>.......] - ETA: 0s - loss: 0.6872 - accuracy: 0.7396
 91/113 [=======================>......] - ETA: 0s - loss: 0.6872 - accuracy: 0.7397
 94/113 [=======================>......] - ETA: 0s - loss: 0.6872 - accuracy: 0.7400
 97/113 [========================>.....] - ETA: 0s - loss: 0.6872 - accuracy: 0.7401
100/113 [=========================>....] - ETA: 0s - loss: 0.6872 - accuracy: 0.7401
103/113 [==========================>...] - ETA: 0s - loss: 0.6872 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6872 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6872 - accuracy: 0.7403
112/113 [============================>.] - ETA: 0s - loss: 0.6872 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6872 - accuracy: 0.7403

113/113 [==============================] - 3s 28ms/step - loss: 0.6872 - accuracy: 0.7403 - val_loss: 0.6870 - val_accuracy: 0.7419
Epoch 24/200

  1/113 [..............................] - ETA: 2s - loss: 0.6873 - accuracy: 0.7280
  4/113 [>.............................] - ETA: 2s - loss: 0.6871 - accuracy: 0.7355
  7/113 [>.............................] - ETA: 2s - loss: 0.6871 - accuracy: 0.7378
 10/113 [=>............................] - ETA: 2s - loss: 0.6870 - accuracy: 0.7395
 13/113 [==>...........................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7394
 16/113 [===>..........................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7394
 19/113 [====>.........................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7391
 22/113 [====>.........................] - ETA: 1s - loss: 0.6871 - accuracy: 0.7373
 25/113 [=====>........................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7386
 28/113 [======>.......................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7392
 31/113 [=======>......................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7385
 34/113 [========>.....................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7391
 37/113 [========>.....................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7397
 40/113 [=========>....................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7400
 43/113 [==========>...................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7401
 46/113 [===========>..................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7398
 49/113 [============>.................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7395
 52/113 [============>.................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7393
 55/113 [=============>................] - ETA: 1s - loss: 0.6870 - accuracy: 0.7388
 58/113 [==============>...............] - ETA: 1s - loss: 0.6870 - accuracy: 0.7387
 61/113 [===============>..............] - ETA: 0s - loss: 0.6870 - accuracy: 0.7390
 64/113 [===============>..............] - ETA: 0s - loss: 0.6870 - accuracy: 0.7394
 67/113 [================>.............] - ETA: 0s - loss: 0.6870 - accuracy: 0.7397
 70/113 [=================>............] - ETA: 0s - loss: 0.6870 - accuracy: 0.7398
 73/113 [==================>...........] - ETA: 0s - loss: 0.6869 - accuracy: 0.7400
 76/113 [===================>..........] - ETA: 0s - loss: 0.6869 - accuracy: 0.7402
 79/113 [===================>..........] - ETA: 0s - loss: 0.6869 - accuracy: 0.7403
 82/113 [====================>.........] - ETA: 0s - loss: 0.6869 - accuracy: 0.7405
 85/113 [=====================>........] - ETA: 0s - loss: 0.6869 - accuracy: 0.7405
 88/113 [======================>.......] - ETA: 0s - loss: 0.6869 - accuracy: 0.7402
 91/113 [=======================>......] - ETA: 0s - loss: 0.6869 - accuracy: 0.7405
 94/113 [=======================>......] - ETA: 0s - loss: 0.6869 - accuracy: 0.7403
 97/113 [========================>.....] - ETA: 0s - loss: 0.6869 - accuracy: 0.7401
100/113 [=========================>....] - ETA: 0s - loss: 0.6869 - accuracy: 0.7400
103/113 [==========================>...] - ETA: 0s - loss: 0.6869 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6869 - accuracy: 0.7402
109/113 [===========================>..] - ETA: 0s - loss: 0.6869 - accuracy: 0.7402
112/113 [============================>.] - ETA: 0s - loss: 0.6869 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6869 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6869 - accuracy: 0.7403 - val_loss: 0.6867 - val_accuracy: 0.7419
Epoch 25/200

  1/113 [..............................] - ETA: 2s - loss: 0.6872 - accuracy: 0.7236
  4/113 [>.............................] - ETA: 2s - loss: 0.6869 - accuracy: 0.7333
  7/113 [>.............................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7374
 10/113 [=>............................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7377
 13/113 [==>...........................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7370
 16/113 [===>..........................] - ETA: 1s - loss: 0.6869 - accuracy: 0.7361
 19/113 [====>.........................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7376
 22/113 [====>.........................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7379
 25/113 [=====>........................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7378
 28/113 [======>.......................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7374
 31/113 [=======>......................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7381
 34/113 [========>.....................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7382
 37/113 [========>.....................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7389
 40/113 [=========>....................] - ETA: 1s - loss: 0.6868 - accuracy: 0.7389
 43/113 [==========>...................] - ETA: 1s - loss: 0.6867 - accuracy: 0.7390
 46/113 [===========>..................] - ETA: 1s - loss: 0.6867 - accuracy: 0.7395
 49/113 [============>.................] - ETA: 1s - loss: 0.6867 - accuracy: 0.7395
 52/113 [============>.................] - ETA: 1s - loss: 0.6867 - accuracy: 0.7395
 55/113 [=============>................] - ETA: 1s - loss: 0.6867 - accuracy: 0.7394
 58/113 [==============>...............] - ETA: 1s - loss: 0.6867 - accuracy: 0.7392
 61/113 [===============>..............] - ETA: 0s - loss: 0.6867 - accuracy: 0.7393
 64/113 [===============>..............] - ETA: 0s - loss: 0.6867 - accuracy: 0.7390
 67/113 [================>.............] - ETA: 0s - loss: 0.6867 - accuracy: 0.7395
 70/113 [=================>............] - ETA: 0s - loss: 0.6867 - accuracy: 0.7397
 73/113 [==================>...........] - ETA: 0s - loss: 0.6867 - accuracy: 0.7397
 76/113 [===================>..........] - ETA: 0s - loss: 0.6867 - accuracy: 0.7395
 79/113 [===================>..........] - ETA: 0s - loss: 0.6867 - accuracy: 0.7397
 82/113 [====================>.........] - ETA: 0s - loss: 0.6867 - accuracy: 0.7395
 85/113 [=====================>........] - ETA: 0s - loss: 0.6867 - accuracy: 0.7398
 88/113 [======================>.......] - ETA: 0s - loss: 0.6867 - accuracy: 0.7398
 91/113 [=======================>......] - ETA: 0s - loss: 0.6867 - accuracy: 0.7398
 94/113 [=======================>......] - ETA: 0s - loss: 0.6867 - accuracy: 0.7396
 97/113 [========================>.....] - ETA: 0s - loss: 0.6867 - accuracy: 0.7399
100/113 [=========================>....] - ETA: 0s - loss: 0.6866 - accuracy: 0.7401
103/113 [==========================>...] - ETA: 0s - loss: 0.6866 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6866 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6866 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6866 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6866 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6866 - accuracy: 0.7403 - val_loss: 0.6865 - val_accuracy: 0.7419
Epoch 26/200

  1/113 [..............................] - ETA: 2s - loss: 0.6868 - accuracy: 0.7285
  4/113 [>.............................] - ETA: 2s - loss: 0.6865 - accuracy: 0.7390
  7/113 [>.............................] - ETA: 1s - loss: 0.6866 - accuracy: 0.7377
 10/113 [=>............................] - ETA: 1s - loss: 0.6866 - accuracy: 0.7379
 13/113 [==>...........................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7393
 16/113 [===>..........................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7394
 19/113 [====>.........................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7378
 22/113 [====>.........................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7387
 25/113 [=====>........................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7392
 28/113 [======>.......................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7396
 31/113 [=======>......................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7389
 34/113 [========>.....................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7385
 37/113 [========>.....................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7391
 40/113 [=========>....................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7393
 43/113 [==========>...................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7390
 46/113 [===========>..................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7392
 49/113 [============>.................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7397
 52/113 [============>.................] - ETA: 1s - loss: 0.6865 - accuracy: 0.7395
 55/113 [=============>................] - ETA: 1s - loss: 0.6864 - accuracy: 0.7398
 58/113 [==============>...............] - ETA: 1s - loss: 0.6864 - accuracy: 0.7398
 61/113 [===============>..............] - ETA: 0s - loss: 0.6864 - accuracy: 0.7402
 64/113 [===============>..............] - ETA: 0s - loss: 0.6864 - accuracy: 0.7400
 67/113 [================>.............] - ETA: 0s - loss: 0.6864 - accuracy: 0.7398
 70/113 [=================>............] - ETA: 0s - loss: 0.6864 - accuracy: 0.7396
 73/113 [==================>...........] - ETA: 0s - loss: 0.6864 - accuracy: 0.7399
 76/113 [===================>..........] - ETA: 0s - loss: 0.6864 - accuracy: 0.7399
 79/113 [===================>..........] - ETA: 0s - loss: 0.6864 - accuracy: 0.7401
 82/113 [====================>.........] - ETA: 0s - loss: 0.6864 - accuracy: 0.7404
 85/113 [=====================>........] - ETA: 0s - loss: 0.6864 - accuracy: 0.7405
 88/113 [======================>.......] - ETA: 0s - loss: 0.6864 - accuracy: 0.7408
 91/113 [=======================>......] - ETA: 0s - loss: 0.6864 - accuracy: 0.7406
 94/113 [=======================>......] - ETA: 0s - loss: 0.6864 - accuracy: 0.7406
 97/113 [========================>.....] - ETA: 0s - loss: 0.6864 - accuracy: 0.7405
100/113 [=========================>....] - ETA: 0s - loss: 0.6864 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6864 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6864 - accuracy: 0.7402
109/113 [===========================>..] - ETA: 0s - loss: 0.6864 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6864 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6864 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6864 - accuracy: 0.7403 - val_loss: 0.6862 - val_accuracy: 0.7419
Epoch 27/200

  1/113 [..............................] - ETA: 2s - loss: 0.6863 - accuracy: 0.7373
  4/113 [>.............................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7380
  7/113 [>.............................] - ETA: 2s - loss: 0.6864 - accuracy: 0.7351
 10/113 [=>............................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7380
 13/113 [==>...........................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7381
 16/113 [===>..........................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7367
 19/113 [====>.........................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7368
 22/113 [====>.........................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7360
 25/113 [=====>........................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7364
 28/113 [======>.......................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7368
 31/113 [=======>......................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7370
 34/113 [========>.....................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7373
 37/113 [========>.....................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7379
 40/113 [=========>....................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7375
 43/113 [==========>...................] - ETA: 1s - loss: 0.6863 - accuracy: 0.7377
 46/113 [===========>..................] - ETA: 1s - loss: 0.6862 - accuracy: 0.7386
 49/113 [============>.................] - ETA: 1s - loss: 0.6862 - accuracy: 0.7384
 52/113 [============>.................] - ETA: 1s - loss: 0.6862 - accuracy: 0.7390
 55/113 [=============>................] - ETA: 1s - loss: 0.6862 - accuracy: 0.7391
 58/113 [==============>...............] - ETA: 1s - loss: 0.6862 - accuracy: 0.7392
 61/113 [===============>..............] - ETA: 0s - loss: 0.6862 - accuracy: 0.7391
 64/113 [===============>..............] - ETA: 0s - loss: 0.6862 - accuracy: 0.7390
 67/113 [================>.............] - ETA: 0s - loss: 0.6862 - accuracy: 0.7392
 69/113 [=================>............] - ETA: 0s - loss: 0.6862 - accuracy: 0.7395
 72/113 [==================>...........] - ETA: 0s - loss: 0.6862 - accuracy: 0.7397
 75/113 [==================>...........] - ETA: 0s - loss: 0.6862 - accuracy: 0.7399
 77/113 [===================>..........] - ETA: 0s - loss: 0.6862 - accuracy: 0.7399
 80/113 [====================>.........] - ETA: 0s - loss: 0.6861 - accuracy: 0.7403
 83/113 [=====================>........] - ETA: 0s - loss: 0.6862 - accuracy: 0.7400
 86/113 [=====================>........] - ETA: 0s - loss: 0.6861 - accuracy: 0.7402
 89/113 [======================>.......] - ETA: 0s - loss: 0.6861 - accuracy: 0.7404
 92/113 [=======================>......] - ETA: 0s - loss: 0.6861 - accuracy: 0.7401
 95/113 [========================>.....] - ETA: 0s - loss: 0.6861 - accuracy: 0.7403
 98/113 [=========================>....] - ETA: 0s - loss: 0.6861 - accuracy: 0.7401
101/113 [=========================>....] - ETA: 0s - loss: 0.6861 - accuracy: 0.7400
104/113 [==========================>...] - ETA: 0s - loss: 0.6861 - accuracy: 0.7401
107/113 [===========================>..] - ETA: 0s - loss: 0.6861 - accuracy: 0.7401
110/113 [============================>.] - ETA: 0s - loss: 0.6861 - accuracy: 0.7402
113/113 [==============================] - 2s 19ms/step - loss: 0.6861 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6861 - accuracy: 0.7403 - val_loss: 0.6859 - val_accuracy: 0.7419
Epoch 28/200

  1/113 [..............................] - ETA: 2s - loss: 0.6861 - accuracy: 0.7373
  4/113 [>.............................] - ETA: 2s - loss: 0.6859 - accuracy: 0.7411
  7/113 [>.............................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7398
 10/113 [=>............................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7398
 13/113 [==>...........................] - ETA: 1s - loss: 0.6859 - accuracy: 0.7414
 16/113 [===>..........................] - ETA: 1s - loss: 0.6859 - accuracy: 0.7424
 19/113 [====>.........................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7403
 22/113 [====>.........................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7403
 25/113 [=====>........................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7396
 28/113 [======>.......................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7394
 31/113 [=======>......................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7389
 34/113 [========>.....................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7385
 37/113 [========>.....................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7386
 40/113 [=========>....................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7393
 43/113 [==========>...................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7395
 46/113 [===========>..................] - ETA: 1s - loss: 0.6860 - accuracy: 0.7393
 49/113 [============>.................] - ETA: 1s - loss: 0.6859 - accuracy: 0.7397
 52/113 [============>.................] - ETA: 1s - loss: 0.6859 - accuracy: 0.7399
 55/113 [=============>................] - ETA: 1s - loss: 0.6859 - accuracy: 0.7399
 58/113 [==============>...............] - ETA: 1s - loss: 0.6859 - accuracy: 0.7398
 61/113 [===============>..............] - ETA: 0s - loss: 0.6859 - accuracy: 0.7396
 64/113 [===============>..............] - ETA: 0s - loss: 0.6859 - accuracy: 0.7398
 67/113 [================>.............] - ETA: 0s - loss: 0.6859 - accuracy: 0.7401
 70/113 [=================>............] - ETA: 0s - loss: 0.6859 - accuracy: 0.7405
 73/113 [==================>...........] - ETA: 0s - loss: 0.6859 - accuracy: 0.7407
 76/113 [===================>..........] - ETA: 0s - loss: 0.6859 - accuracy: 0.7405
 79/113 [===================>..........] - ETA: 0s - loss: 0.6859 - accuracy: 0.7401
 82/113 [====================>.........] - ETA: 0s - loss: 0.6859 - accuracy: 0.7398
 85/113 [=====================>........] - ETA: 0s - loss: 0.6859 - accuracy: 0.7399
 88/113 [======================>.......] - ETA: 0s - loss: 0.6859 - accuracy: 0.7404
 91/113 [=======================>......] - ETA: 0s - loss: 0.6859 - accuracy: 0.7402
 94/113 [=======================>......] - ETA: 0s - loss: 0.6859 - accuracy: 0.7403
 97/113 [========================>.....] - ETA: 0s - loss: 0.6859 - accuracy: 0.7402
100/113 [=========================>....] - ETA: 0s - loss: 0.6859 - accuracy: 0.7402
103/113 [==========================>...] - ETA: 0s - loss: 0.6859 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6859 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6858 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6858 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6858 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6858 - accuracy: 0.7403 - val_loss: 0.6857 - val_accuracy: 0.7419
Epoch 29/200

  1/113 [..............................] - ETA: 2s - loss: 0.6858 - accuracy: 0.7378
  4/113 [>.............................] - ETA: 2s - loss: 0.6858 - accuracy: 0.7369
  7/113 [>.............................] - ETA: 1s - loss: 0.6858 - accuracy: 0.7373
 10/113 [=>............................] - ETA: 1s - loss: 0.6858 - accuracy: 0.7373
 13/113 [==>...........................] - ETA: 1s - loss: 0.6858 - accuracy: 0.7377
 16/113 [===>..........................] - ETA: 1s - loss: 0.6858 - accuracy: 0.7383
 19/113 [====>.........................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7400
 22/113 [====>.........................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7392
 25/113 [=====>........................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7403
 28/113 [======>.......................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7402
 31/113 [=======>......................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7406
 34/113 [========>.....................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7404
 37/113 [========>.....................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7401
 40/113 [=========>....................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7404
 43/113 [==========>...................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7406
 46/113 [===========>..................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7404
 49/113 [============>.................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7405
 52/113 [============>.................] - ETA: 1s - loss: 0.6857 - accuracy: 0.7403
 55/113 [=============>................] - ETA: 1s - loss: 0.6856 - accuracy: 0.7408
 58/113 [==============>...............] - ETA: 1s - loss: 0.6856 - accuracy: 0.7412
 61/113 [===============>..............] - ETA: 0s - loss: 0.6856 - accuracy: 0.7405
 64/113 [===============>..............] - ETA: 0s - loss: 0.6856 - accuracy: 0.7404
 67/113 [================>.............] - ETA: 0s - loss: 0.6856 - accuracy: 0.7403
 70/113 [=================>............] - ETA: 0s - loss: 0.6856 - accuracy: 0.7401
 73/113 [==================>...........] - ETA: 0s - loss: 0.6857 - accuracy: 0.7397
 76/113 [===================>..........] - ETA: 0s - loss: 0.6856 - accuracy: 0.7399
 79/113 [===================>..........] - ETA: 0s - loss: 0.6856 - accuracy: 0.7397
 82/113 [====================>.........] - ETA: 0s - loss: 0.6856 - accuracy: 0.7397
 85/113 [=====================>........] - ETA: 0s - loss: 0.6856 - accuracy: 0.7398
 88/113 [======================>.......] - ETA: 0s - loss: 0.6856 - accuracy: 0.7398
 91/113 [=======================>......] - ETA: 0s - loss: 0.6856 - accuracy: 0.7398
 94/113 [=======================>......] - ETA: 0s - loss: 0.6856 - accuracy: 0.7397
 97/113 [========================>.....] - ETA: 0s - loss: 0.6856 - accuracy: 0.7399
100/113 [=========================>....] - ETA: 0s - loss: 0.6856 - accuracy: 0.7400
103/113 [==========================>...] - ETA: 0s - loss: 0.6856 - accuracy: 0.7398
106/113 [===========================>..] - ETA: 0s - loss: 0.6856 - accuracy: 0.7398
109/113 [===========================>..] - ETA: 0s - loss: 0.6856 - accuracy: 0.7400
112/113 [============================>.] - ETA: 0s - loss: 0.6856 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6856 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6856 - accuracy: 0.7403 - val_loss: 0.6854 - val_accuracy: 0.7419
Epoch 30/200

  1/113 [..............................] - ETA: 2s - loss: 0.6857 - accuracy: 0.7334
  4/113 [>.............................] - ETA: 2s - loss: 0.6856 - accuracy: 0.7356
  7/113 [>.............................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7423
 10/113 [=>............................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7408
 13/113 [==>...........................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7427
 16/113 [===>..........................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7409
 19/113 [====>.........................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7403
 22/113 [====>.........................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7408
 25/113 [=====>........................] - ETA: 1s - loss: 0.6855 - accuracy: 0.7396
 28/113 [======>.......................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7396
 31/113 [=======>......................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7398
 34/113 [========>.....................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7408
 37/113 [========>.....................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7413
 40/113 [=========>....................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7416
 43/113 [==========>...................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7414
 46/113 [===========>..................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7409
 49/113 [============>.................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7405
 52/113 [============>.................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7407
 55/113 [=============>................] - ETA: 1s - loss: 0.6854 - accuracy: 0.7410
 58/113 [==============>...............] - ETA: 1s - loss: 0.6854 - accuracy: 0.7411
 61/113 [===============>..............] - ETA: 0s - loss: 0.6854 - accuracy: 0.7414
 64/113 [===============>..............] - ETA: 0s - loss: 0.6854 - accuracy: 0.7410
 67/113 [================>.............] - ETA: 0s - loss: 0.6854 - accuracy: 0.7409
 70/113 [=================>............] - ETA: 0s - loss: 0.6854 - accuracy: 0.7408
 73/113 [==================>...........] - ETA: 0s - loss: 0.6854 - accuracy: 0.7406
 76/113 [===================>..........] - ETA: 0s - loss: 0.6854 - accuracy: 0.7403
 79/113 [===================>..........] - ETA: 0s - loss: 0.6854 - accuracy: 0.7400
 82/113 [====================>.........] - ETA: 0s - loss: 0.6854 - accuracy: 0.7404
 85/113 [=====================>........] - ETA: 0s - loss: 0.6854 - accuracy: 0.7405
 88/113 [======================>.......] - ETA: 0s - loss: 0.6854 - accuracy: 0.7404
 91/113 [=======================>......] - ETA: 0s - loss: 0.6854 - accuracy: 0.7403
 94/113 [=======================>......] - ETA: 0s - loss: 0.6853 - accuracy: 0.7405
 97/113 [========================>.....] - ETA: 0s - loss: 0.6853 - accuracy: 0.7406
100/113 [=========================>....] - ETA: 0s - loss: 0.6853 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6853 - accuracy: 0.7406
106/113 [===========================>..] - ETA: 0s - loss: 0.6853 - accuracy: 0.7405
109/113 [===========================>..] - ETA: 0s - loss: 0.6853 - accuracy: 0.7403
112/113 [============================>.] - ETA: 0s - loss: 0.6853 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6853 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6853 - accuracy: 0.7403 - val_loss: 0.6851 - val_accuracy: 0.7419
Epoch 31/200

  1/113 [..............................] - ETA: 2s - loss: 0.6853 - accuracy: 0.7358
  4/113 [>.............................] - ETA: 2s - loss: 0.6854 - accuracy: 0.7356
  7/113 [>.............................] - ETA: 2s - loss: 0.6852 - accuracy: 0.7395
 10/113 [=>............................] - ETA: 1s - loss: 0.6853 - accuracy: 0.7369
 13/113 [==>...........................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7387
 16/113 [===>..........................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7387
 19/113 [====>.........................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7389
 22/113 [====>.........................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7398
 25/113 [=====>........................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7391
 28/113 [======>.......................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7395
 31/113 [=======>......................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7399
 34/113 [========>.....................] - ETA: 1s - loss: 0.6851 - accuracy: 0.7406
 37/113 [========>.....................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7403
 40/113 [=========>....................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7401
 43/113 [==========>...................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7398
 46/113 [===========>..................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7398
 49/113 [============>.................] - ETA: 1s - loss: 0.6852 - accuracy: 0.7399
 52/113 [============>.................] - ETA: 1s - loss: 0.6851 - accuracy: 0.7401
 55/113 [=============>................] - ETA: 1s - loss: 0.6851 - accuracy: 0.7401
 58/113 [==============>...............] - ETA: 1s - loss: 0.6851 - accuracy: 0.7408
 61/113 [===============>..............] - ETA: 0s - loss: 0.6851 - accuracy: 0.7411
 64/113 [===============>..............] - ETA: 0s - loss: 0.6851 - accuracy: 0.7412
 67/113 [================>.............] - ETA: 0s - loss: 0.6851 - accuracy: 0.7408
 70/113 [=================>............] - ETA: 0s - loss: 0.6851 - accuracy: 0.7404
 73/113 [==================>...........] - ETA: 0s - loss: 0.6851 - accuracy: 0.7402
 76/113 [===================>..........] - ETA: 0s - loss: 0.6851 - accuracy: 0.7402
 79/113 [===================>..........] - ETA: 0s - loss: 0.6851 - accuracy: 0.7402
 82/113 [====================>.........] - ETA: 0s - loss: 0.6851 - accuracy: 0.7403
 85/113 [=====================>........] - ETA: 0s - loss: 0.6851 - accuracy: 0.7406
 88/113 [======================>.......] - ETA: 0s - loss: 0.6851 - accuracy: 0.7404
 91/113 [=======================>......] - ETA: 0s - loss: 0.6851 - accuracy: 0.7402
 94/113 [=======================>......] - ETA: 0s - loss: 0.6851 - accuracy: 0.7403
 97/113 [========================>.....] - ETA: 0s - loss: 0.6851 - accuracy: 0.7404
100/113 [=========================>....] - ETA: 0s - loss: 0.6851 - accuracy: 0.7403
103/113 [==========================>...] - ETA: 0s - loss: 0.6851 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6851 - accuracy: 0.7405
109/113 [===========================>..] - ETA: 0s - loss: 0.6851 - accuracy: 0.7405
112/113 [============================>.] - ETA: 0s - loss: 0.6851 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6851 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6851 - accuracy: 0.7403 - val_loss: 0.6849 - val_accuracy: 0.7419
Epoch 32/200

  1/113 [..............................] - ETA: 2s - loss: 0.6844 - accuracy: 0.7549
  4/113 [>.............................] - ETA: 2s - loss: 0.6849 - accuracy: 0.7407
  7/113 [>.............................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7400
 10/113 [=>............................] - ETA: 1s - loss: 0.6850 - accuracy: 0.7395
 13/113 [==>...........................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7411
 16/113 [===>..........................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7395
 19/113 [====>.........................] - ETA: 1s - loss: 0.6850 - accuracy: 0.7380
 22/113 [====>.........................] - ETA: 1s - loss: 0.6850 - accuracy: 0.7385
 25/113 [=====>........................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7395
 28/113 [======>.......................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7393
 31/113 [=======>......................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7404
 34/113 [========>.....................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7397
 37/113 [========>.....................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7403
 40/113 [=========>....................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7403
 43/113 [==========>...................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7404
 46/113 [===========>..................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7404
 49/113 [============>.................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7402
 52/113 [============>.................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7400
 55/113 [=============>................] - ETA: 1s - loss: 0.6849 - accuracy: 0.7401
 58/113 [==============>...............] - ETA: 1s - loss: 0.6849 - accuracy: 0.7402
 61/113 [===============>..............] - ETA: 0s - loss: 0.6849 - accuracy: 0.7407
 64/113 [===============>..............] - ETA: 0s - loss: 0.6848 - accuracy: 0.7408
 67/113 [================>.............] - ETA: 0s - loss: 0.6849 - accuracy: 0.7406
 70/113 [=================>............] - ETA: 0s - loss: 0.6848 - accuracy: 0.7408
 73/113 [==================>...........] - ETA: 0s - loss: 0.6848 - accuracy: 0.7410
 76/113 [===================>..........] - ETA: 0s - loss: 0.6848 - accuracy: 0.7410
 79/113 [===================>..........] - ETA: 0s - loss: 0.6848 - accuracy: 0.7408
 82/113 [====================>.........] - ETA: 0s - loss: 0.6848 - accuracy: 0.7409
 85/113 [=====================>........] - ETA: 0s - loss: 0.6848 - accuracy: 0.7406
 88/113 [======================>.......] - ETA: 0s - loss: 0.6848 - accuracy: 0.7403
 91/113 [=======================>......] - ETA: 0s - loss: 0.6848 - accuracy: 0.7404
 94/113 [=======================>......] - ETA: 0s - loss: 0.6848 - accuracy: 0.7404
 97/113 [========================>.....] - ETA: 0s - loss: 0.6848 - accuracy: 0.7404
100/113 [=========================>....] - ETA: 0s - loss: 0.6848 - accuracy: 0.7405
103/113 [==========================>...] - ETA: 0s - loss: 0.6848 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6848 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6848 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6848 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6848 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6848 - accuracy: 0.7403 - val_loss: 0.6846 - val_accuracy: 0.7419
Epoch 33/200

  1/113 [..............................] - ETA: 2s - loss: 0.6853 - accuracy: 0.7217
  4/113 [>.............................] - ETA: 2s - loss: 0.6849 - accuracy: 0.7339
  7/113 [>.............................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7386
 10/113 [=>............................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7396
 13/113 [==>...........................] - ETA: 1s - loss: 0.6848 - accuracy: 0.7369
 16/113 [===>..........................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7397
 19/113 [====>.........................] - ETA: 1s - loss: 0.6846 - accuracy: 0.7407
 22/113 [====>.........................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7403
 25/113 [=====>........................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7396
 28/113 [======>.......................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7386
 31/113 [=======>......................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7386
 34/113 [========>.....................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7385
 37/113 [========>.....................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7386
 40/113 [=========>....................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7390
 43/113 [==========>...................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7389
 46/113 [===========>..................] - ETA: 1s - loss: 0.6847 - accuracy: 0.7387
 49/113 [============>.................] - ETA: 1s - loss: 0.6846 - accuracy: 0.7396
 52/113 [============>.................] - ETA: 1s - loss: 0.6846 - accuracy: 0.7399
 55/113 [=============>................] - ETA: 1s - loss: 0.6846 - accuracy: 0.7403
 58/113 [==============>...............] - ETA: 1s - loss: 0.6846 - accuracy: 0.7395
 61/113 [===============>..............] - ETA: 0s - loss: 0.6846 - accuracy: 0.7398
 64/113 [===============>..............] - ETA: 0s - loss: 0.6846 - accuracy: 0.7395
 67/113 [================>.............] - ETA: 0s - loss: 0.6846 - accuracy: 0.7393
 70/113 [=================>............] - ETA: 0s - loss: 0.6846 - accuracy: 0.7389
 73/113 [==================>...........] - ETA: 0s - loss: 0.6846 - accuracy: 0.7393
 76/113 [===================>..........] - ETA: 0s - loss: 0.6846 - accuracy: 0.7391
 79/113 [===================>..........] - ETA: 0s - loss: 0.6846 - accuracy: 0.7391
 82/113 [====================>.........] - ETA: 0s - loss: 0.6846 - accuracy: 0.7393
 85/113 [=====================>........] - ETA: 0s - loss: 0.6846 - accuracy: 0.7394
 88/113 [======================>.......] - ETA: 0s - loss: 0.6846 - accuracy: 0.7398
 91/113 [=======================>......] - ETA: 0s - loss: 0.6846 - accuracy: 0.7402
 94/113 [=======================>......] - ETA: 0s - loss: 0.6846 - accuracy: 0.7401
 97/113 [========================>.....] - ETA: 0s - loss: 0.6846 - accuracy: 0.7403
100/113 [=========================>....] - ETA: 0s - loss: 0.6846 - accuracy: 0.7402
103/113 [==========================>...] - ETA: 0s - loss: 0.6846 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6846 - accuracy: 0.7400
109/113 [===========================>..] - ETA: 0s - loss: 0.6846 - accuracy: 0.7402
112/113 [============================>.] - ETA: 0s - loss: 0.6846 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6846 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6846 - accuracy: 0.7403 - val_loss: 0.6844 - val_accuracy: 0.7419
Epoch 34/200

  1/113 [..............................] - ETA: 2s - loss: 0.6844 - accuracy: 0.7407
  4/113 [>.............................] - ETA: 2s - loss: 0.6844 - accuracy: 0.7405
  7/113 [>.............................] - ETA: 2s - loss: 0.6846 - accuracy: 0.7363
 10/113 [=>............................] - ETA: 1s - loss: 0.6846 - accuracy: 0.7362
 13/113 [==>...........................] - ETA: 1s - loss: 0.6845 - accuracy: 0.7365
 16/113 [===>..........................] - ETA: 1s - loss: 0.6845 - accuracy: 0.7373
 19/113 [====>.........................] - ETA: 1s - loss: 0.6845 - accuracy: 0.7372
 22/113 [====>.........................] - ETA: 1s - loss: 0.6845 - accuracy: 0.7373
 25/113 [=====>........................] - ETA: 1s - loss: 0.6845 - accuracy: 0.7380
 28/113 [======>.......................] - ETA: 1s - loss: 0.6845 - accuracy: 0.7381
 31/113 [=======>......................] - ETA: 1s - loss: 0.6844 - accuracy: 0.7391
 34/113 [========>.....................] - ETA: 1s - loss: 0.6844 - accuracy: 0.7395
 37/113 [========>.....................] - ETA: 1s - loss: 0.6844 - accuracy: 0.7398
 40/113 [=========>....................] - ETA: 1s - loss: 0.6844 - accuracy: 0.7398
 43/113 [==========>...................] - ETA: 1s - loss: 0.6844 - accuracy: 0.7397
 46/113 [===========>..................] - ETA: 1s - loss: 0.6844 - accuracy: 0.7400
 49/113 [============>.................] - ETA: 1s - loss: 0.6844 - accuracy: 0.7398
 52/113 [============>.................] - ETA: 1s - loss: 0.6844 - accuracy: 0.7394
 55/113 [=============>................] - ETA: 1s - loss: 0.6844 - accuracy: 0.7397
 58/113 [==============>...............] - ETA: 1s - loss: 0.6844 - accuracy: 0.7399
 61/113 [===============>..............] - ETA: 0s - loss: 0.6843 - accuracy: 0.7405
 64/113 [===============>..............] - ETA: 0s - loss: 0.6843 - accuracy: 0.7407
 67/113 [================>.............] - ETA: 0s - loss: 0.6843 - accuracy: 0.7406
 70/113 [=================>............] - ETA: 0s - loss: 0.6843 - accuracy: 0.7407
 73/113 [==================>...........] - ETA: 0s - loss: 0.6843 - accuracy: 0.7406
 76/113 [===================>..........] - ETA: 0s - loss: 0.6843 - accuracy: 0.7407
 78/113 [===================>..........] - ETA: 0s - loss: 0.6843 - accuracy: 0.7408
 80/113 [====================>.........] - ETA: 0s - loss: 0.6843 - accuracy: 0.7409
 83/113 [=====================>........] - ETA: 0s - loss: 0.6843 - accuracy: 0.7405
 86/113 [=====================>........] - ETA: 0s - loss: 0.6843 - accuracy: 0.7410
 88/113 [======================>.......] - ETA: 0s - loss: 0.6843 - accuracy: 0.7410
 91/113 [=======================>......] - ETA: 0s - loss: 0.6843 - accuracy: 0.7408
 94/113 [=======================>......] - ETA: 0s - loss: 0.6843 - accuracy: 0.7407
 97/113 [========================>.....] - ETA: 0s - loss: 0.6843 - accuracy: 0.7407
100/113 [=========================>....] - ETA: 0s - loss: 0.6843 - accuracy: 0.7406
103/113 [==========================>...] - ETA: 0s - loss: 0.6843 - accuracy: 0.7405
106/113 [===========================>..] - ETA: 0s - loss: 0.6843 - accuracy: 0.7405
109/113 [===========================>..] - ETA: 0s - loss: 0.6843 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6843 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6843 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6843 - accuracy: 0.7403 - val_loss: 0.6841 - val_accuracy: 0.7419
Epoch 35/200

  1/113 [..............................] - ETA: 2s - loss: 0.6842 - accuracy: 0.7402
  4/113 [>.............................] - ETA: 2s - loss: 0.6841 - accuracy: 0.7412
  7/113 [>.............................] - ETA: 1s - loss: 0.6842 - accuracy: 0.7381
 10/113 [=>............................] - ETA: 1s - loss: 0.6842 - accuracy: 0.7388
 13/113 [==>...........................] - ETA: 1s - loss: 0.6842 - accuracy: 0.7402
 16/113 [===>..........................] - ETA: 1s - loss: 0.6841 - accuracy: 0.7410
 19/113 [====>.........................] - ETA: 1s - loss: 0.6842 - accuracy: 0.7394
 22/113 [====>.........................] - ETA: 1s - loss: 0.6842 - accuracy: 0.7391
 25/113 [=====>........................] - ETA: 1s - loss: 0.6842 - accuracy: 0.7395
 28/113 [======>.......................] - ETA: 1s - loss: 0.6842 - accuracy: 0.7395
 31/113 [=======>......................] - ETA: 1s - loss: 0.6841 - accuracy: 0.7399
 34/113 [========>.....................] - ETA: 1s - loss: 0.6842 - accuracy: 0.7394
 37/113 [========>.....................] - ETA: 1s - loss: 0.6841 - accuracy: 0.7400
 40/113 [=========>....................] - ETA: 1s - loss: 0.6842 - accuracy: 0.7392
 43/113 [==========>...................] - ETA: 1s - loss: 0.6841 - accuracy: 0.7397
 46/113 [===========>..................] - ETA: 1s - loss: 0.6841 - accuracy: 0.7399
 49/113 [============>.................] - ETA: 1s - loss: 0.6841 - accuracy: 0.7403
 52/113 [============>.................] - ETA: 1s - loss: 0.6841 - accuracy: 0.7407
 55/113 [=============>................] - ETA: 1s - loss: 0.6841 - accuracy: 0.7411
 58/113 [==============>...............] - ETA: 1s - loss: 0.6841 - accuracy: 0.7406
 61/113 [===============>..............] - ETA: 0s - loss: 0.6841 - accuracy: 0.7410
 64/113 [===============>..............] - ETA: 0s - loss: 0.6841 - accuracy: 0.7412
 67/113 [================>.............] - ETA: 0s - loss: 0.6841 - accuracy: 0.7409
 70/113 [=================>............] - ETA: 0s - loss: 0.6841 - accuracy: 0.7411
 73/113 [==================>...........] - ETA: 0s - loss: 0.6840 - accuracy: 0.7413
 76/113 [===================>..........] - ETA: 0s - loss: 0.6840 - accuracy: 0.7411
 79/113 [===================>..........] - ETA: 0s - loss: 0.6840 - accuracy: 0.7411
 82/113 [====================>.........] - ETA: 0s - loss: 0.6841 - accuracy: 0.7407
 85/113 [=====================>........] - ETA: 0s - loss: 0.6841 - accuracy: 0.7406
 88/113 [======================>.......] - ETA: 0s - loss: 0.6840 - accuracy: 0.7408
 91/113 [=======================>......] - ETA: 0s - loss: 0.6840 - accuracy: 0.7408
 94/113 [=======================>......] - ETA: 0s - loss: 0.6840 - accuracy: 0.7407
 97/113 [========================>.....] - ETA: 0s - loss: 0.6840 - accuracy: 0.7406
100/113 [=========================>....] - ETA: 0s - loss: 0.6840 - accuracy: 0.7406
103/113 [==========================>...] - ETA: 0s - loss: 0.6840 - accuracy: 0.7405
106/113 [===========================>..] - ETA: 0s - loss: 0.6840 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6840 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6840 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6840 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6840 - accuracy: 0.7403 - val_loss: 0.6838 - val_accuracy: 0.7419
Epoch 36/200

  1/113 [..............................] - ETA: 2s - loss: 0.6840 - accuracy: 0.7388
  4/113 [>.............................] - ETA: 2s - loss: 0.6838 - accuracy: 0.7427
  7/113 [>.............................] - ETA: 1s - loss: 0.6838 - accuracy: 0.7416
 10/113 [=>............................] - ETA: 1s - loss: 0.6838 - accuracy: 0.7425
 13/113 [==>...........................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7393
 16/113 [===>..........................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7393
 19/113 [====>.........................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7404
 22/113 [====>.........................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7406
 25/113 [=====>........................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7402
 28/113 [======>.......................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7401
 31/113 [=======>......................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7405
 34/113 [========>.....................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7403
 37/113 [========>.....................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7403
 40/113 [=========>....................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7404
 43/113 [==========>...................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7404
 46/113 [===========>..................] - ETA: 1s - loss: 0.6839 - accuracy: 0.7399
 49/113 [============>.................] - ETA: 1s - loss: 0.6838 - accuracy: 0.7404
 52/113 [============>.................] - ETA: 1s - loss: 0.6838 - accuracy: 0.7410
 55/113 [=============>................] - ETA: 1s - loss: 0.6838 - accuracy: 0.7408
 58/113 [==============>...............] - ETA: 1s - loss: 0.6838 - accuracy: 0.7409
 61/113 [===============>..............] - ETA: 0s - loss: 0.6838 - accuracy: 0.7409
 64/113 [===============>..............] - ETA: 0s - loss: 0.6838 - accuracy: 0.7407
 67/113 [================>.............] - ETA: 0s - loss: 0.6838 - accuracy: 0.7407
 70/113 [=================>............] - ETA: 0s - loss: 0.6838 - accuracy: 0.7408
 73/113 [==================>...........] - ETA: 0s - loss: 0.6838 - accuracy: 0.7408
 76/113 [===================>..........] - ETA: 0s - loss: 0.6838 - accuracy: 0.7407
 79/113 [===================>..........] - ETA: 0s - loss: 0.6838 - accuracy: 0.7410
 82/113 [====================>.........] - ETA: 0s - loss: 0.6838 - accuracy: 0.7407
 85/113 [=====================>........] - ETA: 0s - loss: 0.6838 - accuracy: 0.7406
 88/113 [======================>.......] - ETA: 0s - loss: 0.6838 - accuracy: 0.7402
 91/113 [=======================>......] - ETA: 0s - loss: 0.6838 - accuracy: 0.7402
 94/113 [=======================>......] - ETA: 0s - loss: 0.6838 - accuracy: 0.7399
 97/113 [========================>.....] - ETA: 0s - loss: 0.6838 - accuracy: 0.7399
100/113 [=========================>....] - ETA: 0s - loss: 0.6838 - accuracy: 0.7400
103/113 [==========================>...] - ETA: 0s - loss: 0.6838 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6838 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6838 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6838 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6838 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6838 - accuracy: 0.7403 - val_loss: 0.6836 - val_accuracy: 0.7419
Epoch 37/200

  1/113 [..............................] - ETA: 2s - loss: 0.6827 - accuracy: 0.7646
  4/113 [>.............................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7418
  7/113 [>.............................] - ETA: 1s - loss: 0.6838 - accuracy: 0.7359
 10/113 [=>............................] - ETA: 1s - loss: 0.6838 - accuracy: 0.7371
 13/113 [==>...........................] - ETA: 1s - loss: 0.6837 - accuracy: 0.7382
 16/113 [===>..........................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7401
 19/113 [====>.........................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7403
 22/113 [====>.........................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7409
 25/113 [=====>........................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7401
 28/113 [======>.......................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7410
 31/113 [=======>......................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7407
 34/113 [========>.....................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7412
 37/113 [========>.....................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7402
 40/113 [=========>....................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7411
 43/113 [==========>...................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7405
 46/113 [===========>..................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7403
 49/113 [============>.................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7403
 52/113 [============>.................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7404
 55/113 [=============>................] - ETA: 1s - loss: 0.6836 - accuracy: 0.7408
 58/113 [==============>...............] - ETA: 1s - loss: 0.6836 - accuracy: 0.7403
 61/113 [===============>..............] - ETA: 0s - loss: 0.6836 - accuracy: 0.7403
 64/113 [===============>..............] - ETA: 0s - loss: 0.6836 - accuracy: 0.7402
 67/113 [================>.............] - ETA: 0s - loss: 0.6836 - accuracy: 0.7401
 70/113 [=================>............] - ETA: 0s - loss: 0.6836 - accuracy: 0.7402
 73/113 [==================>...........] - ETA: 0s - loss: 0.6836 - accuracy: 0.7401
 76/113 [===================>..........] - ETA: 0s - loss: 0.6836 - accuracy: 0.7405
 79/113 [===================>..........] - ETA: 0s - loss: 0.6836 - accuracy: 0.7404
 82/113 [====================>.........] - ETA: 0s - loss: 0.6835 - accuracy: 0.7405
 85/113 [=====================>........] - ETA: 0s - loss: 0.6836 - accuracy: 0.7400
 88/113 [======================>.......] - ETA: 0s - loss: 0.6836 - accuracy: 0.7402
 91/113 [=======================>......] - ETA: 0s - loss: 0.6836 - accuracy: 0.7396
 94/113 [=======================>......] - ETA: 0s - loss: 0.6836 - accuracy: 0.7398
 97/113 [========================>.....] - ETA: 0s - loss: 0.6836 - accuracy: 0.7397
100/113 [=========================>....] - ETA: 0s - loss: 0.6835 - accuracy: 0.7400
103/113 [==========================>...] - ETA: 0s - loss: 0.6835 - accuracy: 0.7399
106/113 [===========================>..] - ETA: 0s - loss: 0.6835 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6835 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6835 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6835 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6835 - accuracy: 0.7403 - val_loss: 0.6833 - val_accuracy: 0.7419
Epoch 38/200

  1/113 [..............................] - ETA: 2s - loss: 0.6833 - accuracy: 0.7417
  4/113 [>.............................] - ETA: 2s - loss: 0.6833 - accuracy: 0.7430
  7/113 [>.............................] - ETA: 1s - loss: 0.6833 - accuracy: 0.7430
 10/113 [=>............................] - ETA: 1s - loss: 0.6833 - accuracy: 0.7417
 13/113 [==>...........................] - ETA: 1s - loss: 0.6832 - accuracy: 0.7437
 16/113 [===>..........................] - ETA: 1s - loss: 0.6832 - accuracy: 0.7436
 19/113 [====>.........................] - ETA: 1s - loss: 0.6833 - accuracy: 0.7429
 22/113 [====>.........................] - ETA: 1s - loss: 0.6833 - accuracy: 0.7421
 25/113 [=====>........................] - ETA: 1s - loss: 0.6833 - accuracy: 0.7427
 27/113 [======>.......................] - ETA: 1s - loss: 0.6833 - accuracy: 0.7420
 30/113 [======>.......................] - ETA: 1s - loss: 0.6833 - accuracy: 0.7420
 33/113 [=======>......................] - ETA: 1s - loss: 0.6833 - accuracy: 0.7424
 36/113 [========>.....................] - ETA: 1s - loss: 0.6833 - accuracy: 0.7422
 39/113 [=========>....................] - ETA: 1s - loss: 0.6832 - accuracy: 0.7430
 42/113 [==========>...................] - ETA: 1s - loss: 0.6832 - accuracy: 0.7431
 45/113 [==========>...................] - ETA: 1s - loss: 0.6832 - accuracy: 0.7432
 48/113 [===========>..................] - ETA: 1s - loss: 0.6832 - accuracy: 0.7430
 51/113 [============>.................] - ETA: 1s - loss: 0.6832 - accuracy: 0.7432
 54/113 [=============>................] - ETA: 1s - loss: 0.6832 - accuracy: 0.7431
 57/113 [==============>...............] - ETA: 1s - loss: 0.6832 - accuracy: 0.7430
 60/113 [==============>...............] - ETA: 1s - loss: 0.6832 - accuracy: 0.7427
 63/113 [===============>..............] - ETA: 0s - loss: 0.6832 - accuracy: 0.7425
 66/113 [================>.............] - ETA: 0s - loss: 0.6832 - accuracy: 0.7421
 69/113 [=================>............] - ETA: 0s - loss: 0.6833 - accuracy: 0.7414
 72/113 [==================>...........] - ETA: 0s - loss: 0.6833 - accuracy: 0.7410
 75/113 [==================>...........] - ETA: 0s - loss: 0.6833 - accuracy: 0.7410
 78/113 [===================>..........] - ETA: 0s - loss: 0.6833 - accuracy: 0.7410
 81/113 [====================>.........] - ETA: 0s - loss: 0.6833 - accuracy: 0.7414
 84/113 [=====================>........] - ETA: 0s - loss: 0.6832 - accuracy: 0.7414
 87/113 [======================>.......] - ETA: 0s - loss: 0.6833 - accuracy: 0.7413
 90/113 [======================>.......] - ETA: 0s - loss: 0.6833 - accuracy: 0.7411
 93/113 [=======================>......] - ETA: 0s - loss: 0.6832 - accuracy: 0.7411
 96/113 [========================>.....] - ETA: 0s - loss: 0.6833 - accuracy: 0.7409
 99/113 [=========================>....] - ETA: 0s - loss: 0.6833 - accuracy: 0.7408
102/113 [==========================>...] - ETA: 0s - loss: 0.6833 - accuracy: 0.7407
105/113 [==========================>...] - ETA: 0s - loss: 0.6833 - accuracy: 0.7406
108/113 [===========================>..] - ETA: 0s - loss: 0.6833 - accuracy: 0.7405
111/113 [============================>.] - ETA: 0s - loss: 0.6833 - accuracy: 0.7404
113/113 [==============================] - 2s 19ms/step - loss: 0.6833 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6833 - accuracy: 0.7403 - val_loss: 0.6831 - val_accuracy: 0.7419
Epoch 39/200

  1/113 [..............................] - ETA: 2s - loss: 0.6829 - accuracy: 0.7466
  4/113 [>.............................] - ETA: 2s - loss: 0.6829 - accuracy: 0.7455
  7/113 [>.............................] - ETA: 1s - loss: 0.6829 - accuracy: 0.7453
 10/113 [=>............................] - ETA: 1s - loss: 0.6830 - accuracy: 0.7433
 13/113 [==>...........................] - ETA: 1s - loss: 0.6830 - accuracy: 0.7432
 16/113 [===>..........................] - ETA: 1s - loss: 0.6830 - accuracy: 0.7426
 19/113 [====>.........................] - ETA: 1s - loss: 0.6830 - accuracy: 0.7420
 22/113 [====>.........................] - ETA: 1s - loss: 0.6831 - accuracy: 0.7415
 25/113 [=====>........................] - ETA: 1s - loss: 0.6830 - accuracy: 0.7420
 28/113 [======>.......................] - ETA: 1s - loss: 0.6830 - accuracy: 0.7422
 31/113 [=======>......................] - ETA: 1s - loss: 0.6830 - accuracy: 0.7415
 34/113 [========>.....................] - ETA: 1s - loss: 0.6831 - accuracy: 0.7411
 37/113 [========>.....................] - ETA: 1s - loss: 0.6831 - accuracy: 0.7407
 40/113 [=========>....................] - ETA: 1s - loss: 0.6830 - accuracy: 0.7414
 43/113 [==========>...................] - ETA: 1s - loss: 0.6831 - accuracy: 0.7411
 46/113 [===========>..................] - ETA: 1s - loss: 0.6830 - accuracy: 0.7411
 49/113 [============>.................] - ETA: 1s - loss: 0.6831 - accuracy: 0.7409
 52/113 [============>.................] - ETA: 1s - loss: 0.6831 - accuracy: 0.7406
 55/113 [=============>................] - ETA: 1s - loss: 0.6830 - accuracy: 0.7409
 58/113 [==============>...............] - ETA: 1s - loss: 0.6830 - accuracy: 0.7410
 61/113 [===============>..............] - ETA: 0s - loss: 0.6831 - accuracy: 0.7405
 64/113 [===============>..............] - ETA: 0s - loss: 0.6831 - accuracy: 0.7402
 67/113 [================>.............] - ETA: 0s - loss: 0.6831 - accuracy: 0.7404
 70/113 [=================>............] - ETA: 0s - loss: 0.6830 - accuracy: 0.7405
 73/113 [==================>...........] - ETA: 0s - loss: 0.6830 - accuracy: 0.7405
 76/113 [===================>..........] - ETA: 0s - loss: 0.6830 - accuracy: 0.7403
 79/113 [===================>..........] - ETA: 0s - loss: 0.6830 - accuracy: 0.7405
 82/113 [====================>.........] - ETA: 0s - loss: 0.6830 - accuracy: 0.7409
 85/113 [=====================>........] - ETA: 0s - loss: 0.6830 - accuracy: 0.7409
 88/113 [======================>.......] - ETA: 0s - loss: 0.6830 - accuracy: 0.7410
 91/113 [=======================>......] - ETA: 0s - loss: 0.6830 - accuracy: 0.7408
 94/113 [=======================>......] - ETA: 0s - loss: 0.6830 - accuracy: 0.7409
 97/113 [========================>.....] - ETA: 0s - loss: 0.6830 - accuracy: 0.7406
100/113 [=========================>....] - ETA: 0s - loss: 0.6830 - accuracy: 0.7405
103/113 [==========================>...] - ETA: 0s - loss: 0.6830 - accuracy: 0.7404
106/113 [===========================>..] - ETA: 0s - loss: 0.6830 - accuracy: 0.7405
109/113 [===========================>..] - ETA: 0s - loss: 0.6830 - accuracy: 0.7405
112/113 [============================>.] - ETA: 0s - loss: 0.6830 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6830 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6830 - accuracy: 0.7403 - val_loss: 0.6828 - val_accuracy: 0.7419
Epoch 40/200

  1/113 [..............................] - ETA: 2s - loss: 0.6828 - accuracy: 0.7427
  4/113 [>.............................] - ETA: 1s - loss: 0.6829 - accuracy: 0.7390
  7/113 [>.............................] - ETA: 1s - loss: 0.6827 - accuracy: 0.7432
 10/113 [=>............................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7419
 13/113 [==>...........................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7417
 16/113 [===>..........................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7411
 19/113 [====>.........................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7423
 22/113 [====>.........................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7425
 25/113 [=====>........................] - ETA: 1s - loss: 0.6827 - accuracy: 0.7440
 28/113 [======>.......................] - ETA: 1s - loss: 0.6827 - accuracy: 0.7431
 31/113 [=======>......................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7418
 34/113 [========>.....................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7412
 37/113 [========>.....................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7413
 40/113 [=========>....................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7412
 43/113 [==========>...................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7406
 46/113 [===========>..................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7399
 49/113 [============>.................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7403
 52/113 [============>.................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7408
 55/113 [=============>................] - ETA: 1s - loss: 0.6828 - accuracy: 0.7412
 58/113 [==============>...............] - ETA: 1s - loss: 0.6828 - accuracy: 0.7409
 61/113 [===============>..............] - ETA: 0s - loss: 0.6828 - accuracy: 0.7407
 64/113 [===============>..............] - ETA: 0s - loss: 0.6828 - accuracy: 0.7403
 67/113 [================>.............] - ETA: 0s - loss: 0.6828 - accuracy: 0.7403
 70/113 [=================>............] - ETA: 0s - loss: 0.6828 - accuracy: 0.7406
 73/113 [==================>...........] - ETA: 0s - loss: 0.6828 - accuracy: 0.7401
 76/113 [===================>..........] - ETA: 0s - loss: 0.6828 - accuracy: 0.7397
 79/113 [===================>..........] - ETA: 0s - loss: 0.6828 - accuracy: 0.7393
 82/113 [====================>.........] - ETA: 0s - loss: 0.6828 - accuracy: 0.7395
 85/113 [=====================>........] - ETA: 0s - loss: 0.6828 - accuracy: 0.7394
 88/113 [======================>.......] - ETA: 0s - loss: 0.6828 - accuracy: 0.7397
 91/113 [=======================>......] - ETA: 0s - loss: 0.6828 - accuracy: 0.7400
 94/113 [=======================>......] - ETA: 0s - loss: 0.6828 - accuracy: 0.7402
 97/113 [========================>.....] - ETA: 0s - loss: 0.6828 - accuracy: 0.7405
100/113 [=========================>....] - ETA: 0s - loss: 0.6828 - accuracy: 0.7406
103/113 [==========================>...] - ETA: 0s - loss: 0.6827 - accuracy: 0.7406
106/113 [===========================>..] - ETA: 0s - loss: 0.6827 - accuracy: 0.7406
109/113 [===========================>..] - ETA: 0s - loss: 0.6827 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6828 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6828 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6828 - accuracy: 0.7403 - val_loss: 0.6826 - val_accuracy: 0.7419
Epoch 41/200

  1/113 [..............................] - ETA: 2s - loss: 0.6823 - accuracy: 0.7476
  4/113 [>.............................] - ETA: 2s - loss: 0.6824 - accuracy: 0.7450
  7/113 [>.............................] - ETA: 1s - loss: 0.6824 - accuracy: 0.7448
 10/113 [=>............................] - ETA: 1s - loss: 0.6825 - accuracy: 0.7427
 13/113 [==>...........................] - ETA: 1s - loss: 0.6826 - accuracy: 0.7411
 16/113 [===>..........................] - ETA: 1s - loss: 0.6826 - accuracy: 0.7403
 19/113 [====>.........................] - ETA: 1s - loss: 0.6827 - accuracy: 0.7387
 22/113 [====>.........................] - ETA: 1s - loss: 0.6827 - accuracy: 0.7378
 25/113 [=====>........................] - ETA: 1s - loss: 0.6827 - accuracy: 0.7386
 28/113 [======>.......................] - ETA: 1s - loss: 0.6826 - accuracy: 0.7392
 31/113 [=======>......................] - ETA: 1s - loss: 0.6827 - accuracy: 0.7387
 34/113 [========>.....................] - ETA: 1s - loss: 0.6826 - accuracy: 0.7393
 37/113 [========>.....................] - ETA: 1s - loss: 0.6827 - accuracy: 0.7385
 40/113 [=========>....................] - ETA: 1s - loss: 0.6827 - accuracy: 0.7384
 43/113 [==========>...................] - ETA: 1s - loss: 0.6826 - accuracy: 0.7390
 46/113 [===========>..................] - ETA: 1s - loss: 0.6826 - accuracy: 0.7389
 49/113 [============>.................] - ETA: 1s - loss: 0.6826 - accuracy: 0.7387
 52/113 [============>.................] - ETA: 1s - loss: 0.6826 - accuracy: 0.7391
 55/113 [=============>................] - ETA: 1s - loss: 0.6826 - accuracy: 0.7394
 58/113 [==============>...............] - ETA: 1s - loss: 0.6826 - accuracy: 0.7394
 61/113 [===============>..............] - ETA: 0s - loss: 0.6826 - accuracy: 0.7391
 64/113 [===============>..............] - ETA: 0s - loss: 0.6826 - accuracy: 0.7393
 67/113 [================>.............] - ETA: 0s - loss: 0.6826 - accuracy: 0.7399
 70/113 [=================>............] - ETA: 0s - loss: 0.6825 - accuracy: 0.7403
 73/113 [==================>...........] - ETA: 0s - loss: 0.6825 - accuracy: 0.7404
 76/113 [===================>..........] - ETA: 0s - loss: 0.6825 - accuracy: 0.7400
 79/113 [===================>..........] - ETA: 0s - loss: 0.6825 - accuracy: 0.7405
 82/113 [====================>.........] - ETA: 0s - loss: 0.6825 - accuracy: 0.7402
 85/113 [=====================>........] - ETA: 0s - loss: 0.6825 - accuracy: 0.7400
 88/113 [======================>.......] - ETA: 0s - loss: 0.6825 - accuracy: 0.7399
 91/113 [=======================>......] - ETA: 0s - loss: 0.6825 - accuracy: 0.7400
 94/113 [=======================>......] - ETA: 0s - loss: 0.6825 - accuracy: 0.7399
 97/113 [========================>.....] - ETA: 0s - loss: 0.6825 - accuracy: 0.7399
100/113 [=========================>....] - ETA: 0s - loss: 0.6825 - accuracy: 0.7401
103/113 [==========================>...] - ETA: 0s - loss: 0.6825 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6825 - accuracy: 0.7402
109/113 [===========================>..] - ETA: 0s - loss: 0.6825 - accuracy: 0.7402
112/113 [============================>.] - ETA: 0s - loss: 0.6825 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6825 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6825 - accuracy: 0.7403 - val_loss: 0.6823 - val_accuracy: 0.7419
Epoch 42/200

  1/113 [..............................] - ETA: 2s - loss: 0.6831 - accuracy: 0.7241
  4/113 [>.............................] - ETA: 2s - loss: 0.6828 - accuracy: 0.7312
  7/113 [>.............................] - ETA: 2s - loss: 0.6827 - accuracy: 0.7333
 10/113 [=>............................] - ETA: 1s - loss: 0.6825 - accuracy: 0.7364
 13/113 [==>...........................] - ETA: 1s - loss: 0.6825 - accuracy: 0.7375
 16/113 [===>..........................] - ETA: 1s - loss: 0.6823 - accuracy: 0.7408
 19/113 [====>.........................] - ETA: 1s - loss: 0.6824 - accuracy: 0.7401
 22/113 [====>.........................] - ETA: 1s - loss: 0.6824 - accuracy: 0.7392
 25/113 [=====>........................] - ETA: 1s - loss: 0.6824 - accuracy: 0.7392
 28/113 [======>.......................] - ETA: 1s - loss: 0.6824 - accuracy: 0.7394
 31/113 [=======>......................] - ETA: 1s - loss: 0.6824 - accuracy: 0.7393
 34/113 [========>.....................] - ETA: 1s - loss: 0.6824 - accuracy: 0.7391
 37/113 [========>.....................] - ETA: 1s - loss: 0.6823 - accuracy: 0.7399
 40/113 [=========>....................] - ETA: 1s - loss: 0.6824 - accuracy: 0.7394
 43/113 [==========>...................] - ETA: 1s - loss: 0.6823 - accuracy: 0.7396
 46/113 [===========>..................] - ETA: 1s - loss: 0.6823 - accuracy: 0.7398
 49/113 [============>.................] - ETA: 1s - loss: 0.6823 - accuracy: 0.7397
 52/113 [============>.................] - ETA: 1s - loss: 0.6823 - accuracy: 0.7400
 55/113 [=============>................] - ETA: 1s - loss: 0.6823 - accuracy: 0.7402
 58/113 [==============>...............] - ETA: 1s - loss: 0.6823 - accuracy: 0.7401
 61/113 [===============>..............] - ETA: 0s - loss: 0.6823 - accuracy: 0.7403
 64/113 [===============>..............] - ETA: 0s - loss: 0.6823 - accuracy: 0.7404
 67/113 [================>.............] - ETA: 0s - loss: 0.6823 - accuracy: 0.7404
 70/113 [=================>............] - ETA: 0s - loss: 0.6823 - accuracy: 0.7404
 73/113 [==================>...........] - ETA: 0s - loss: 0.6823 - accuracy: 0.7403
 76/113 [===================>..........] - ETA: 0s - loss: 0.6823 - accuracy: 0.7400
 79/113 [===================>..........] - ETA: 0s - loss: 0.6823 - accuracy: 0.7401
 82/113 [====================>.........] - ETA: 0s - loss: 0.6823 - accuracy: 0.7404
 85/113 [=====================>........] - ETA: 0s - loss: 0.6823 - accuracy: 0.7403
 88/113 [======================>.......] - ETA: 0s - loss: 0.6823 - accuracy: 0.7405
 91/113 [=======================>......] - ETA: 0s - loss: 0.6822 - accuracy: 0.7407
 94/113 [=======================>......] - ETA: 0s - loss: 0.6823 - accuracy: 0.7405
 97/113 [========================>.....] - ETA: 0s - loss: 0.6823 - accuracy: 0.7404
100/113 [=========================>....] - ETA: 0s - loss: 0.6823 - accuracy: 0.7402
103/113 [==========================>...] - ETA: 0s - loss: 0.6823 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6822 - accuracy: 0.7404
109/113 [===========================>..] - ETA: 0s - loss: 0.6822 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6822 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6822 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6822 - accuracy: 0.7403 - val_loss: 0.6820 - val_accuracy: 0.7419
Epoch 43/200

  1/113 [..............................] - ETA: 2s - loss: 0.6823 - accuracy: 0.7358
  4/113 [>.............................] - ETA: 2s - loss: 0.6823 - accuracy: 0.7363
  7/113 [>.............................] - ETA: 2s - loss: 0.6821 - accuracy: 0.7394
 10/113 [=>............................] - ETA: 1s - loss: 0.6822 - accuracy: 0.7383
 13/113 [==>...........................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7411
 16/113 [===>..........................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7408
 19/113 [====>.........................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7408
 22/113 [====>.........................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7403
 25/113 [=====>........................] - ETA: 1s - loss: 0.6820 - accuracy: 0.7410
 28/113 [======>.......................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7393
 31/113 [=======>......................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7402
 34/113 [========>.....................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7401
 37/113 [========>.....................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7403
 40/113 [=========>....................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7401
 43/113 [==========>...................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7398
 46/113 [===========>..................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7396
 49/113 [============>.................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7399
 52/113 [============>.................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7399
 55/113 [=============>................] - ETA: 1s - loss: 0.6821 - accuracy: 0.7397
 58/113 [==============>...............] - ETA: 1s - loss: 0.6821 - accuracy: 0.7399
 61/113 [===============>..............] - ETA: 0s - loss: 0.6820 - accuracy: 0.7403
 64/113 [===============>..............] - ETA: 0s - loss: 0.6821 - accuracy: 0.7400
 67/113 [================>.............] - ETA: 0s - loss: 0.6820 - accuracy: 0.7402
 70/113 [=================>............] - ETA: 0s - loss: 0.6820 - accuracy: 0.7406
 73/113 [==================>...........] - ETA: 0s - loss: 0.6820 - accuracy: 0.7407
 76/113 [===================>..........] - ETA: 0s - loss: 0.6820 - accuracy: 0.7407
 79/113 [===================>..........] - ETA: 0s - loss: 0.6820 - accuracy: 0.7407
 82/113 [====================>.........] - ETA: 0s - loss: 0.6820 - accuracy: 0.7409
 85/113 [=====================>........] - ETA: 0s - loss: 0.6820 - accuracy: 0.7409
 88/113 [======================>.......] - ETA: 0s - loss: 0.6820 - accuracy: 0.7408
 91/113 [=======================>......] - ETA: 0s - loss: 0.6820 - accuracy: 0.7405
 94/113 [=======================>......] - ETA: 0s - loss: 0.6820 - accuracy: 0.7405
 97/113 [========================>.....] - ETA: 0s - loss: 0.6820 - accuracy: 0.7404
100/113 [=========================>....] - ETA: 0s - loss: 0.6820 - accuracy: 0.7403
103/113 [==========================>...] - ETA: 0s - loss: 0.6820 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6820 - accuracy: 0.7404
109/113 [===========================>..] - ETA: 0s - loss: 0.6820 - accuracy: 0.7405
112/113 [============================>.] - ETA: 0s - loss: 0.6820 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6820 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6820 - accuracy: 0.7403 - val_loss: 0.6818 - val_accuracy: 0.7419
Epoch 44/200

  1/113 [..............................] - ETA: 2s - loss: 0.6820 - accuracy: 0.7373
  4/113 [>.............................] - ETA: 2s - loss: 0.6820 - accuracy: 0.7373
  7/113 [>.............................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7395
 10/113 [=>............................] - ETA: 1s - loss: 0.6818 - accuracy: 0.7411
 13/113 [==>...........................] - ETA: 1s - loss: 0.6818 - accuracy: 0.7409
 16/113 [===>..........................] - ETA: 1s - loss: 0.6818 - accuracy: 0.7407
 19/113 [====>.........................] - ETA: 1s - loss: 0.6818 - accuracy: 0.7404
 22/113 [====>.........................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7396
 25/113 [=====>........................] - ETA: 1s - loss: 0.6818 - accuracy: 0.7403
 28/113 [======>.......................] - ETA: 1s - loss: 0.6818 - accuracy: 0.7399
 31/113 [=======>......................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7395
 34/113 [========>.....................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7393
 37/113 [========>.....................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7383
 40/113 [=========>....................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7379
 43/113 [==========>...................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7381
 46/113 [===========>..................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7377
 49/113 [============>.................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7378
 52/113 [============>.................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7377
 55/113 [=============>................] - ETA: 1s - loss: 0.6819 - accuracy: 0.7376
 58/113 [==============>...............] - ETA: 1s - loss: 0.6819 - accuracy: 0.7383
 61/113 [===============>..............] - ETA: 0s - loss: 0.6819 - accuracy: 0.7383
 64/113 [===============>..............] - ETA: 0s - loss: 0.6818 - accuracy: 0.7390
 67/113 [================>.............] - ETA: 0s - loss: 0.6818 - accuracy: 0.7394
 70/113 [=================>............] - ETA: 0s - loss: 0.6818 - accuracy: 0.7394
 73/113 [==================>...........] - ETA: 0s - loss: 0.6818 - accuracy: 0.7397
 76/113 [===================>..........] - ETA: 0s - loss: 0.6818 - accuracy: 0.7398
 79/113 [===================>..........] - ETA: 0s - loss: 0.6818 - accuracy: 0.7397
 82/113 [====================>.........] - ETA: 0s - loss: 0.6818 - accuracy: 0.7399
 85/113 [=====================>........] - ETA: 0s - loss: 0.6818 - accuracy: 0.7396
 88/113 [======================>.......] - ETA: 0s - loss: 0.6818 - accuracy: 0.7396
 91/113 [=======================>......] - ETA: 0s - loss: 0.6818 - accuracy: 0.7400
 94/113 [=======================>......] - ETA: 0s - loss: 0.6818 - accuracy: 0.7401
 97/113 [========================>.....] - ETA: 0s - loss: 0.6818 - accuracy: 0.7400
100/113 [=========================>....] - ETA: 0s - loss: 0.6817 - accuracy: 0.7403
103/113 [==========================>...] - ETA: 0s - loss: 0.6817 - accuracy: 0.7404
106/113 [===========================>..] - ETA: 0s - loss: 0.6817 - accuracy: 0.7404
109/113 [===========================>..] - ETA: 0s - loss: 0.6817 - accuracy: 0.7404
112/113 [============================>.] - ETA: 0s - loss: 0.6817 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6817 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6817 - accuracy: 0.7403 - val_loss: 0.6815 - val_accuracy: 0.7419
Epoch 45/200

  1/113 [..............................] - ETA: 2s - loss: 0.6815 - accuracy: 0.7422
  4/113 [>.............................] - ETA: 2s - loss: 0.6812 - accuracy: 0.7493
  7/113 [>.............................] - ETA: 2s - loss: 0.6814 - accuracy: 0.7438
 10/113 [=>............................] - ETA: 1s - loss: 0.6815 - accuracy: 0.7418
 13/113 [==>...........................] - ETA: 1s - loss: 0.6815 - accuracy: 0.7416
 16/113 [===>..........................] - ETA: 1s - loss: 0.6814 - accuracy: 0.7431
 19/113 [====>.........................] - ETA: 1s - loss: 0.6815 - accuracy: 0.7415
 22/113 [====>.........................] - ETA: 1s - loss: 0.6816 - accuracy: 0.7404
 25/113 [=====>........................] - ETA: 1s - loss: 0.6815 - accuracy: 0.7413
 28/113 [======>.......................] - ETA: 1s - loss: 0.6815 - accuracy: 0.7417
 31/113 [=======>......................] - ETA: 1s - loss: 0.6815 - accuracy: 0.7409
 34/113 [========>.....................] - ETA: 1s - loss: 0.6816 - accuracy: 0.7405
 37/113 [========>.....................] - ETA: 1s - loss: 0.6816 - accuracy: 0.7400
 40/113 [=========>....................] - ETA: 1s - loss: 0.6816 - accuracy: 0.7396
 43/113 [==========>...................] - ETA: 1s - loss: 0.6816 - accuracy: 0.7396
 46/113 [===========>..................] - ETA: 1s - loss: 0.6816 - accuracy: 0.7399
 49/113 [============>.................] - ETA: 1s - loss: 0.6816 - accuracy: 0.7395
 52/113 [============>.................] - ETA: 1s - loss: 0.6816 - accuracy: 0.7400
 55/113 [=============>................] - ETA: 1s - loss: 0.6815 - accuracy: 0.7402
 58/113 [==============>...............] - ETA: 1s - loss: 0.6815 - accuracy: 0.7404
 61/113 [===============>..............] - ETA: 0s - loss: 0.6815 - accuracy: 0.7404
 64/113 [===============>..............] - ETA: 0s - loss: 0.6815 - accuracy: 0.7404
 67/113 [================>.............] - ETA: 0s - loss: 0.6815 - accuracy: 0.7404
 70/113 [=================>............] - ETA: 0s - loss: 0.6815 - accuracy: 0.7399
 73/113 [==================>...........] - ETA: 0s - loss: 0.6815 - accuracy: 0.7398
 76/113 [===================>..........] - ETA: 0s - loss: 0.6815 - accuracy: 0.7403
 79/113 [===================>..........] - ETA: 0s - loss: 0.6815 - accuracy: 0.7399
 82/113 [====================>.........] - ETA: 0s - loss: 0.6815 - accuracy: 0.7399
 85/113 [=====================>........] - ETA: 0s - loss: 0.6815 - accuracy: 0.7398
 88/113 [======================>.......] - ETA: 0s - loss: 0.6815 - accuracy: 0.7400
 91/113 [=======================>......] - ETA: 0s - loss: 0.6815 - accuracy: 0.7400
 94/113 [=======================>......] - ETA: 0s - loss: 0.6815 - accuracy: 0.7400
 97/113 [========================>.....] - ETA: 0s - loss: 0.6815 - accuracy: 0.7399
100/113 [=========================>....] - ETA: 0s - loss: 0.6815 - accuracy: 0.7398
103/113 [==========================>...] - ETA: 0s - loss: 0.6815 - accuracy: 0.7400
106/113 [===========================>..] - ETA: 0s - loss: 0.6815 - accuracy: 0.7404
109/113 [===========================>..] - ETA: 0s - loss: 0.6815 - accuracy: 0.7405
112/113 [============================>.] - ETA: 0s - loss: 0.6815 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6815 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6815 - accuracy: 0.7403 - val_loss: 0.6813 - val_accuracy: 0.7419
Epoch 46/200

  1/113 [..............................] - ETA: 2s - loss: 0.6819 - accuracy: 0.7295
  4/113 [>.............................] - ETA: 2s - loss: 0.6814 - accuracy: 0.7400
  7/113 [>.............................] - ETA: 2s - loss: 0.6811 - accuracy: 0.7455
 10/113 [=>............................] - ETA: 2s - loss: 0.6811 - accuracy: 0.7445
 12/113 [==>...........................] - ETA: 2s - loss: 0.6811 - accuracy: 0.7442
 14/113 [==>...........................] - ETA: 2s - loss: 0.6811 - accuracy: 0.7441
 16/113 [===>..........................] - ETA: 2s - loss: 0.6811 - accuracy: 0.7450
 19/113 [====>.........................] - ETA: 2s - loss: 0.6812 - accuracy: 0.7437
 22/113 [====>.........................] - ETA: 2s - loss: 0.6812 - accuracy: 0.7437
 25/113 [=====>........................] - ETA: 1s - loss: 0.6812 - accuracy: 0.7430
 28/113 [======>.......................] - ETA: 1s - loss: 0.6812 - accuracy: 0.7421
 31/113 [=======>......................] - ETA: 1s - loss: 0.6812 - accuracy: 0.7420
 34/113 [========>.....................] - ETA: 1s - loss: 0.6812 - accuracy: 0.7424
 37/113 [========>.....................] - ETA: 1s - loss: 0.6812 - accuracy: 0.7421
 40/113 [=========>....................] - ETA: 1s - loss: 0.6812 - accuracy: 0.7417
 43/113 [==========>...................] - ETA: 1s - loss: 0.6812 - accuracy: 0.7423
 46/113 [===========>..................] - ETA: 1s - loss: 0.6812 - accuracy: 0.7417
 49/113 [============>.................] - ETA: 1s - loss: 0.6812 - accuracy: 0.7413
 52/113 [============>.................] - ETA: 1s - loss: 0.6813 - accuracy: 0.7407
 55/113 [=============>................] - ETA: 1s - loss: 0.6813 - accuracy: 0.7402
 58/113 [==============>...............] - ETA: 1s - loss: 0.6813 - accuracy: 0.7402
 61/113 [===============>..............] - ETA: 1s - loss: 0.6813 - accuracy: 0.7404
 64/113 [===============>..............] - ETA: 1s - loss: 0.6813 - accuracy: 0.7405
 67/113 [================>.............] - ETA: 0s - loss: 0.6813 - accuracy: 0.7403
 70/113 [=================>............] - ETA: 0s - loss: 0.6813 - accuracy: 0.7405
 73/113 [==================>...........] - ETA: 0s - loss: 0.6813 - accuracy: 0.7405
 76/113 [===================>..........] - ETA: 0s - loss: 0.6813 - accuracy: 0.7402
 79/113 [===================>..........] - ETA: 0s - loss: 0.6813 - accuracy: 0.7401
 82/113 [====================>.........] - ETA: 0s - loss: 0.6813 - accuracy: 0.7403
 85/113 [=====================>........] - ETA: 0s - loss: 0.6813 - accuracy: 0.7402
 88/113 [======================>.......] - ETA: 0s - loss: 0.6812 - accuracy: 0.7405
 91/113 [=======================>......] - ETA: 0s - loss: 0.6812 - accuracy: 0.7408
 94/113 [=======================>......] - ETA: 0s - loss: 0.6812 - accuracy: 0.7411
 97/113 [========================>.....] - ETA: 0s - loss: 0.6812 - accuracy: 0.7410
100/113 [=========================>....] - ETA: 0s - loss: 0.6812 - accuracy: 0.7411
103/113 [==========================>...] - ETA: 0s - loss: 0.6812 - accuracy: 0.7408
106/113 [===========================>..] - ETA: 0s - loss: 0.6812 - accuracy: 0.7406
109/113 [===========================>..] - ETA: 0s - loss: 0.6812 - accuracy: 0.7405
112/113 [============================>.] - ETA: 0s - loss: 0.6812 - accuracy: 0.7403
113/113 [==============================] - 2s 20ms/step - loss: 0.6812 - accuracy: 0.7403

113/113 [==============================] - 3s 29ms/step - loss: 0.6812 - accuracy: 0.7403 - val_loss: 0.6810 - val_accuracy: 0.7419
Epoch 47/200

  1/113 [..............................] - ETA: 2s - loss: 0.6807 - accuracy: 0.7471
  4/113 [>.............................] - ETA: 2s - loss: 0.6809 - accuracy: 0.7438
  7/113 [>.............................] - ETA: 2s - loss: 0.6809 - accuracy: 0.7439
 10/113 [=>............................] - ETA: 1s - loss: 0.6810 - accuracy: 0.7419
 12/113 [==>...........................] - ETA: 2s - loss: 0.6810 - accuracy: 0.7428
 15/113 [==>...........................] - ETA: 2s - loss: 0.6810 - accuracy: 0.7427
 18/113 [===>..........................] - ETA: 2s - loss: 0.6810 - accuracy: 0.7424
 21/113 [====>.........................] - ETA: 1s - loss: 0.6810 - accuracy: 0.7422
 24/113 [=====>........................] - ETA: 1s - loss: 0.6810 - accuracy: 0.7419
 27/113 [======>.......................] - ETA: 1s - loss: 0.6810 - accuracy: 0.7411
 30/113 [======>.......................] - ETA: 1s - loss: 0.6811 - accuracy: 0.7401
 33/113 [=======>......................] - ETA: 1s - loss: 0.6811 - accuracy: 0.7402
 36/113 [========>.....................] - ETA: 1s - loss: 0.6810 - accuracy: 0.7406
 39/113 [=========>....................] - ETA: 1s - loss: 0.6810 - accuracy: 0.7403
 42/113 [==========>...................] - ETA: 1s - loss: 0.6810 - accuracy: 0.7403
 45/113 [==========>...................] - ETA: 1s - loss: 0.6810 - accuracy: 0.7406
 47/113 [===========>..................] - ETA: 1s - loss: 0.6810 - accuracy: 0.7402
 49/113 [============>.................] - ETA: 1s - loss: 0.6811 - accuracy: 0.7400
 52/113 [============>.................] - ETA: 1s - loss: 0.6811 - accuracy: 0.7400
 55/113 [=============>................] - ETA: 1s - loss: 0.6811 - accuracy: 0.7399
 58/113 [==============>...............] - ETA: 1s - loss: 0.6811 - accuracy: 0.7397
 61/113 [===============>..............] - ETA: 1s - loss: 0.6811 - accuracy: 0.7394
 64/113 [===============>..............] - ETA: 0s - loss: 0.6810 - accuracy: 0.7399
 67/113 [================>.............] - ETA: 0s - loss: 0.6810 - accuracy: 0.7400
 70/113 [=================>............] - ETA: 0s - loss: 0.6810 - accuracy: 0.7401
 73/113 [==================>...........] - ETA: 0s - loss: 0.6810 - accuracy: 0.7403
 76/113 [===================>..........] - ETA: 0s - loss: 0.6810 - accuracy: 0.7404
 79/113 [===================>..........] - ETA: 0s - loss: 0.6810 - accuracy: 0.7401
 82/113 [====================>.........] - ETA: 0s - loss: 0.6810 - accuracy: 0.7402
 85/113 [=====================>........] - ETA: 0s - loss: 0.6810 - accuracy: 0.7400
 88/113 [======================>.......] - ETA: 0s - loss: 0.6810 - accuracy: 0.7403
 91/113 [=======================>......] - ETA: 0s - loss: 0.6810 - accuracy: 0.7401
 94/113 [=======================>......] - ETA: 0s - loss: 0.6810 - accuracy: 0.7402
 97/113 [========================>.....] - ETA: 0s - loss: 0.6810 - accuracy: 0.7403
 99/113 [=========================>....] - ETA: 0s - loss: 0.6810 - accuracy: 0.7404
102/113 [==========================>...] - ETA: 0s - loss: 0.6810 - accuracy: 0.7405
105/113 [==========================>...] - ETA: 0s - loss: 0.6810 - accuracy: 0.7406
108/113 [===========================>..] - ETA: 0s - loss: 0.6810 - accuracy: 0.7404
111/113 [============================>.] - ETA: 0s - loss: 0.6810 - accuracy: 0.7403
113/113 [==============================] - 2s 20ms/step - loss: 0.6810 - accuracy: 0.7403

113/113 [==============================] - 3s 28ms/step - loss: 0.6810 - accuracy: 0.7403 - val_loss: 0.6808 - val_accuracy: 0.7419
Epoch 48/200

  1/113 [..............................] - ETA: 2s - loss: 0.6809 - accuracy: 0.7383
  4/113 [>.............................] - ETA: 2s - loss: 0.6809 - accuracy: 0.7395
  7/113 [>.............................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7404
 10/113 [=>............................] - ETA: 1s - loss: 0.6810 - accuracy: 0.7375
 13/113 [==>...........................] - ETA: 1s - loss: 0.6809 - accuracy: 0.7391
 16/113 [===>..........................] - ETA: 1s - loss: 0.6809 - accuracy: 0.7395
 19/113 [====>.........................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7400
 22/113 [====>.........................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7408
 25/113 [=====>........................] - ETA: 1s - loss: 0.6807 - accuracy: 0.7416
 28/113 [======>.......................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7409
 30/113 [======>.......................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7402
 33/113 [=======>......................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7409
 36/113 [========>.....................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7404
 39/113 [=========>....................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7402
 42/113 [==========>...................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7404
 45/113 [==========>...................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7404
 48/113 [===========>..................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7402
 51/113 [============>.................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7402
 54/113 [=============>................] - ETA: 1s - loss: 0.6807 - accuracy: 0.7409
 57/113 [==============>...............] - ETA: 1s - loss: 0.6807 - accuracy: 0.7413
 60/113 [==============>...............] - ETA: 1s - loss: 0.6807 - accuracy: 0.7412
 63/113 [===============>..............] - ETA: 0s - loss: 0.6807 - accuracy: 0.7412
 66/113 [================>.............] - ETA: 0s - loss: 0.6807 - accuracy: 0.7409
 69/113 [=================>............] - ETA: 0s - loss: 0.6807 - accuracy: 0.7410
 72/113 [==================>...........] - ETA: 0s - loss: 0.6807 - accuracy: 0.7409
 75/113 [==================>...........] - ETA: 0s - loss: 0.6807 - accuracy: 0.7405
 78/113 [===================>..........] - ETA: 0s - loss: 0.6807 - accuracy: 0.7405
 81/113 [====================>.........] - ETA: 0s - loss: 0.6808 - accuracy: 0.7400
 84/113 [=====================>........] - ETA: 0s - loss: 0.6808 - accuracy: 0.7397
 87/113 [======================>.......] - ETA: 0s - loss: 0.6808 - accuracy: 0.7397
 90/113 [======================>.......] - ETA: 0s - loss: 0.6808 - accuracy: 0.7396
 93/113 [=======================>......] - ETA: 0s - loss: 0.6808 - accuracy: 0.7398
 96/113 [========================>.....] - ETA: 0s - loss: 0.6807 - accuracy: 0.7400
 99/113 [=========================>....] - ETA: 0s - loss: 0.6808 - accuracy: 0.7399
102/113 [==========================>...] - ETA: 0s - loss: 0.6807 - accuracy: 0.7400
105/113 [==========================>...] - ETA: 0s - loss: 0.6807 - accuracy: 0.7400
108/113 [===========================>..] - ETA: 0s - loss: 0.6807 - accuracy: 0.7402
111/113 [============================>.] - ETA: 0s - loss: 0.6807 - accuracy: 0.7402
113/113 [==============================] - 2s 19ms/step - loss: 0.6807 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6807 - accuracy: 0.7403 - val_loss: 0.6805 - val_accuracy: 0.7419
Epoch 49/200

  1/113 [..............................] - ETA: 2s - loss: 0.6803 - accuracy: 0.7456
  4/113 [>.............................] - ETA: 2s - loss: 0.6806 - accuracy: 0.7393
  7/113 [>.............................] - ETA: 1s - loss: 0.6809 - accuracy: 0.7351
 10/113 [=>............................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7356
 13/113 [==>...........................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7352
 16/113 [===>..........................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7351
 19/113 [====>.........................] - ETA: 1s - loss: 0.6808 - accuracy: 0.7357
 22/113 [====>.........................] - ETA: 1s - loss: 0.6807 - accuracy: 0.7376
 25/113 [=====>........................] - ETA: 1s - loss: 0.6807 - accuracy: 0.7376
 28/113 [======>.......................] - ETA: 1s - loss: 0.6807 - accuracy: 0.7384
 31/113 [=======>......................] - ETA: 1s - loss: 0.6806 - accuracy: 0.7389
 33/113 [=======>......................] - ETA: 1s - loss: 0.6806 - accuracy: 0.7389
 36/113 [========>.....................] - ETA: 1s - loss: 0.6806 - accuracy: 0.7383
 39/113 [=========>....................] - ETA: 1s - loss: 0.6806 - accuracy: 0.7390
 42/113 [==========>...................] - ETA: 1s - loss: 0.6806 - accuracy: 0.7388
 45/113 [==========>...................] - ETA: 1s - loss: 0.6806 - accuracy: 0.7390
 48/113 [===========>..................] - ETA: 1s - loss: 0.6806 - accuracy: 0.7387
 51/113 [============>.................] - ETA: 1s - loss: 0.6806 - accuracy: 0.7388
 54/113 [=============>................] - ETA: 1s - loss: 0.6806 - accuracy: 0.7389
 57/113 [==============>...............] - ETA: 1s - loss: 0.6806 - accuracy: 0.7394
 60/113 [==============>...............] - ETA: 1s - loss: 0.6806 - accuracy: 0.7396
 63/113 [===============>..............] - ETA: 1s - loss: 0.6806 - accuracy: 0.7394
 66/113 [================>.............] - ETA: 0s - loss: 0.6806 - accuracy: 0.7394
 69/113 [=================>............] - ETA: 0s - loss: 0.6806 - accuracy: 0.7395
 72/113 [==================>...........] - ETA: 0s - loss: 0.6806 - accuracy: 0.7394
 75/113 [==================>...........] - ETA: 0s - loss: 0.6805 - accuracy: 0.7398
 78/113 [===================>..........] - ETA: 0s - loss: 0.6806 - accuracy: 0.7393
 81/113 [====================>.........] - ETA: 0s - loss: 0.6805 - accuracy: 0.7394
 84/113 [=====================>........] - ETA: 0s - loss: 0.6805 - accuracy: 0.7393
 87/113 [======================>.......] - ETA: 0s - loss: 0.6805 - accuracy: 0.7392
 90/113 [======================>.......] - ETA: 0s - loss: 0.6805 - accuracy: 0.7394
 93/113 [=======================>......] - ETA: 0s - loss: 0.6805 - accuracy: 0.7393
 96/113 [========================>.....] - ETA: 0s - loss: 0.6805 - accuracy: 0.7394
 99/113 [=========================>....] - ETA: 0s - loss: 0.6805 - accuracy: 0.7395
102/113 [==========================>...] - ETA: 0s - loss: 0.6805 - accuracy: 0.7397
105/113 [==========================>...] - ETA: 0s - loss: 0.6805 - accuracy: 0.7399
108/113 [===========================>..] - ETA: 0s - loss: 0.6805 - accuracy: 0.7399
111/113 [============================>.] - ETA: 0s - loss: 0.6805 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6805 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6805 - accuracy: 0.7403 - val_loss: 0.6802 - val_accuracy: 0.7419
Epoch 50/200

  1/113 [..............................] - ETA: 2s - loss: 0.6799 - accuracy: 0.7476
  4/113 [>.............................] - ETA: 2s - loss: 0.6800 - accuracy: 0.7462
  7/113 [>.............................] - ETA: 2s - loss: 0.6799 - accuracy: 0.7484
 10/113 [=>............................] - ETA: 1s - loss: 0.6800 - accuracy: 0.7468
 13/113 [==>...........................] - ETA: 1s - loss: 0.6800 - accuracy: 0.7457
 16/113 [===>..........................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7446
 19/113 [====>.........................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7423
 22/113 [====>.........................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7426
 25/113 [=====>........................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7421
 28/113 [======>.......................] - ETA: 1s - loss: 0.6803 - accuracy: 0.7409
 31/113 [=======>......................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7415
 34/113 [========>.....................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7415
 37/113 [========>.....................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7416
 40/113 [=========>....................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7414
 43/113 [==========>...................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7411
 46/113 [===========>..................] - ETA: 1s - loss: 0.6803 - accuracy: 0.7406
 49/113 [============>.................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7409
 52/113 [============>.................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7409
 55/113 [=============>................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7408
 58/113 [==============>...............] - ETA: 1s - loss: 0.6802 - accuracy: 0.7412
 61/113 [===============>..............] - ETA: 0s - loss: 0.6802 - accuracy: 0.7412
 64/113 [===============>..............] - ETA: 0s - loss: 0.6802 - accuracy: 0.7412
 67/113 [================>.............] - ETA: 0s - loss: 0.6802 - accuracy: 0.7411
 70/113 [=================>............] - ETA: 0s - loss: 0.6802 - accuracy: 0.7409
 73/113 [==================>...........] - ETA: 0s - loss: 0.6802 - accuracy: 0.7408
 76/113 [===================>..........] - ETA: 0s - loss: 0.6802 - accuracy: 0.7406
 79/113 [===================>..........] - ETA: 0s - loss: 0.6802 - accuracy: 0.7403
 82/113 [====================>.........] - ETA: 0s - loss: 0.6802 - accuracy: 0.7405
 85/113 [=====================>........] - ETA: 0s - loss: 0.6802 - accuracy: 0.7403
 88/113 [======================>.......] - ETA: 0s - loss: 0.6802 - accuracy: 0.7403
 91/113 [=======================>......] - ETA: 0s - loss: 0.6802 - accuracy: 0.7400
 94/113 [=======================>......] - ETA: 0s - loss: 0.6802 - accuracy: 0.7402
 97/113 [========================>.....] - ETA: 0s - loss: 0.6802 - accuracy: 0.7400
100/113 [=========================>....] - ETA: 0s - loss: 0.6802 - accuracy: 0.7402
103/113 [==========================>...] - ETA: 0s - loss: 0.6802 - accuracy: 0.7404
106/113 [===========================>..] - ETA: 0s - loss: 0.6802 - accuracy: 0.7402
109/113 [===========================>..] - ETA: 0s - loss: 0.6802 - accuracy: 0.7402
112/113 [============================>.] - ETA: 0s - loss: 0.6802 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6802 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6802 - accuracy: 0.7403 - val_loss: 0.6800 - val_accuracy: 0.7419
Epoch 51/200

  1/113 [..............................] - ETA: 2s - loss: 0.6807 - accuracy: 0.7295
  4/113 [>.............................] - ETA: 2s - loss: 0.6806 - accuracy: 0.7313
  7/113 [>.............................] - ETA: 1s - loss: 0.6805 - accuracy: 0.7332
 10/113 [=>............................] - ETA: 1s - loss: 0.6803 - accuracy: 0.7367
 13/113 [==>...........................] - ETA: 1s - loss: 0.6802 - accuracy: 0.7385
 14/113 [==>...........................] - ETA: 2s - loss: 0.6802 - accuracy: 0.7383
 17/113 [===>..........................] - ETA: 2s - loss: 0.6801 - accuracy: 0.7394
 20/113 [====>.........................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7387
 23/113 [=====>........................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7395
 26/113 [=====>........................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7395
 29/113 [======>.......................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7392
 32/113 [=======>......................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7391
 35/113 [========>.....................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7384
 38/113 [=========>....................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7392
 41/113 [=========>....................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7393
 44/113 [==========>...................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7398
 47/113 [===========>..................] - ETA: 1s - loss: 0.6800 - accuracy: 0.7403
 50/113 [============>.................] - ETA: 1s - loss: 0.6800 - accuracy: 0.7405
 53/113 [=============>................] - ETA: 1s - loss: 0.6800 - accuracy: 0.7408
 56/113 [=============>................] - ETA: 1s - loss: 0.6800 - accuracy: 0.7404
 59/113 [==============>...............] - ETA: 1s - loss: 0.6800 - accuracy: 0.7403
 62/113 [===============>..............] - ETA: 0s - loss: 0.6800 - accuracy: 0.7404
 65/113 [================>.............] - ETA: 0s - loss: 0.6800 - accuracy: 0.7406
 68/113 [=================>............] - ETA: 0s - loss: 0.6800 - accuracy: 0.7404
 71/113 [=================>............] - ETA: 0s - loss: 0.6800 - accuracy: 0.7404
 74/113 [==================>...........] - ETA: 0s - loss: 0.6800 - accuracy: 0.7407
 77/113 [===================>..........] - ETA: 0s - loss: 0.6800 - accuracy: 0.7406
 80/113 [====================>.........] - ETA: 0s - loss: 0.6800 - accuracy: 0.7408
 83/113 [=====================>........] - ETA: 0s - loss: 0.6800 - accuracy: 0.7409
 86/113 [=====================>........] - ETA: 0s - loss: 0.6799 - accuracy: 0.7410
 89/113 [======================>.......] - ETA: 0s - loss: 0.6799 - accuracy: 0.7412
 92/113 [=======================>......] - ETA: 0s - loss: 0.6799 - accuracy: 0.7413
 95/113 [========================>.....] - ETA: 0s - loss: 0.6799 - accuracy: 0.7411
 98/113 [=========================>....] - ETA: 0s - loss: 0.6799 - accuracy: 0.7407
101/113 [=========================>....] - ETA: 0s - loss: 0.6799 - accuracy: 0.7406
104/113 [==========================>...] - ETA: 0s - loss: 0.6800 - accuracy: 0.7404
107/113 [===========================>..] - ETA: 0s - loss: 0.6799 - accuracy: 0.7406
110/113 [============================>.] - ETA: 0s - loss: 0.6800 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6800 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6800 - accuracy: 0.7403 - val_loss: 0.6797 - val_accuracy: 0.7419
Epoch 52/200

  1/113 [..............................] - ETA: 2s - loss: 0.6804 - accuracy: 0.7300
  4/113 [>.............................] - ETA: 2s - loss: 0.6801 - accuracy: 0.7357
  7/113 [>.............................] - ETA: 2s - loss: 0.6800 - accuracy: 0.7371
 10/113 [=>............................] - ETA: 1s - loss: 0.6800 - accuracy: 0.7376
 13/113 [==>...........................] - ETA: 1s - loss: 0.6800 - accuracy: 0.7379
 16/113 [===>..........................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7378
 19/113 [====>.........................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7391
 22/113 [====>.........................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7387
 25/113 [=====>........................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7391
 28/113 [======>.......................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7390
 31/113 [=======>......................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7390
 34/113 [========>.....................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7389
 37/113 [========>.....................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7391
 40/113 [=========>....................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7389
 43/113 [==========>...................] - ETA: 1s - loss: 0.6798 - accuracy: 0.7395
 46/113 [===========>..................] - ETA: 1s - loss: 0.6798 - accuracy: 0.7395
 49/113 [============>.................] - ETA: 1s - loss: 0.6798 - accuracy: 0.7399
 52/113 [============>.................] - ETA: 1s - loss: 0.6798 - accuracy: 0.7391
 55/113 [=============>................] - ETA: 1s - loss: 0.6798 - accuracy: 0.7399
 58/113 [==============>...............] - ETA: 1s - loss: 0.6798 - accuracy: 0.7397
 61/113 [===============>..............] - ETA: 0s - loss: 0.6798 - accuracy: 0.7399
 64/113 [===============>..............] - ETA: 0s - loss: 0.6798 - accuracy: 0.7401
 67/113 [================>.............] - ETA: 0s - loss: 0.6798 - accuracy: 0.7402
 70/113 [=================>............] - ETA: 0s - loss: 0.6798 - accuracy: 0.7402
 73/113 [==================>...........] - ETA: 0s - loss: 0.6798 - accuracy: 0.7400
 76/113 [===================>..........] - ETA: 0s - loss: 0.6797 - accuracy: 0.7401
 79/113 [===================>..........] - ETA: 0s - loss: 0.6798 - accuracy: 0.7401
 82/113 [====================>.........] - ETA: 0s - loss: 0.6797 - accuracy: 0.7401
 85/113 [=====================>........] - ETA: 0s - loss: 0.6797 - accuracy: 0.7403
 88/113 [======================>.......] - ETA: 0s - loss: 0.6797 - accuracy: 0.7406
 91/113 [=======================>......] - ETA: 0s - loss: 0.6797 - accuracy: 0.7402
 94/113 [=======================>......] - ETA: 0s - loss: 0.6797 - accuracy: 0.7401
 97/113 [========================>.....] - ETA: 0s - loss: 0.6797 - accuracy: 0.7401
100/113 [=========================>....] - ETA: 0s - loss: 0.6797 - accuracy: 0.7401
103/113 [==========================>...] - ETA: 0s - loss: 0.6797 - accuracy: 0.7400
106/113 [===========================>..] - ETA: 0s - loss: 0.6797 - accuracy: 0.7398
109/113 [===========================>..] - ETA: 0s - loss: 0.6797 - accuracy: 0.7400
112/113 [============================>.] - ETA: 0s - loss: 0.6797 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6797 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6797 - accuracy: 0.7403 - val_loss: 0.6795 - val_accuracy: 0.7419
Epoch 53/200

  1/113 [..............................] - ETA: 2s - loss: 0.6806 - accuracy: 0.7222
  4/113 [>.............................] - ETA: 2s - loss: 0.6800 - accuracy: 0.7336
  7/113 [>.............................] - ETA: 1s - loss: 0.6801 - accuracy: 0.7314
 10/113 [=>............................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7338
 13/113 [==>...........................] - ETA: 1s - loss: 0.6799 - accuracy: 0.7352
 16/113 [===>..........................] - ETA: 1s - loss: 0.6797 - accuracy: 0.7372
 19/113 [====>.........................] - ETA: 1s - loss: 0.6797 - accuracy: 0.7372
 22/113 [====>.........................] - ETA: 1s - loss: 0.6798 - accuracy: 0.7357
 25/113 [=====>........................] - ETA: 1s - loss: 0.6797 - accuracy: 0.7370
 28/113 [======>.......................] - ETA: 1s - loss: 0.6797 - accuracy: 0.7380
 31/113 [=======>......................] - ETA: 1s - loss: 0.6796 - accuracy: 0.7386
 34/113 [========>.....................] - ETA: 1s - loss: 0.6796 - accuracy: 0.7392
 37/113 [========>.....................] - ETA: 1s - loss: 0.6796 - accuracy: 0.7388
 40/113 [=========>....................] - ETA: 1s - loss: 0.6796 - accuracy: 0.7392
 43/113 [==========>...................] - ETA: 1s - loss: 0.6796 - accuracy: 0.7393
 46/113 [===========>..................] - ETA: 1s - loss: 0.6796 - accuracy: 0.7397
 49/113 [============>.................] - ETA: 1s - loss: 0.6796 - accuracy: 0.7397
 52/113 [============>.................] - ETA: 1s - loss: 0.6796 - accuracy: 0.7393
 55/113 [=============>................] - ETA: 1s - loss: 0.6796 - accuracy: 0.7394
 58/113 [==============>...............] - ETA: 1s - loss: 0.6796 - accuracy: 0.7391
 61/113 [===============>..............] - ETA: 0s - loss: 0.6796 - accuracy: 0.7391
 64/113 [===============>..............] - ETA: 0s - loss: 0.6796 - accuracy: 0.7392
 67/113 [================>.............] - ETA: 0s - loss: 0.6796 - accuracy: 0.7392
 70/113 [=================>............] - ETA: 0s - loss: 0.6796 - accuracy: 0.7392
 73/113 [==================>...........] - ETA: 0s - loss: 0.6796 - accuracy: 0.7393
 76/113 [===================>..........] - ETA: 0s - loss: 0.6795 - accuracy: 0.7393
 79/113 [===================>..........] - ETA: 0s - loss: 0.6795 - accuracy: 0.7393
 82/113 [====================>.........] - ETA: 0s - loss: 0.6795 - accuracy: 0.7394
 85/113 [=====================>........] - ETA: 0s - loss: 0.6795 - accuracy: 0.7395
 88/113 [======================>.......] - ETA: 0s - loss: 0.6795 - accuracy: 0.7398
 91/113 [=======================>......] - ETA: 0s - loss: 0.6795 - accuracy: 0.7396
 94/113 [=======================>......] - ETA: 0s - loss: 0.6795 - accuracy: 0.7399
 97/113 [========================>.....] - ETA: 0s - loss: 0.6795 - accuracy: 0.7399
100/113 [=========================>....] - ETA: 0s - loss: 0.6795 - accuracy: 0.7400
103/113 [==========================>...] - ETA: 0s - loss: 0.6795 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6795 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6795 - accuracy: 0.7403
112/113 [============================>.] - ETA: 0s - loss: 0.6794 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6794 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6794 - accuracy: 0.7403 - val_loss: 0.6792 - val_accuracy: 0.7419
Epoch 54/200

  1/113 [..............................] - ETA: 2s - loss: 0.6807 - accuracy: 0.7168
  4/113 [>.............................] - ETA: 2s - loss: 0.6799 - accuracy: 0.7313
  7/113 [>.............................] - ETA: 1s - loss: 0.6794 - accuracy: 0.7386
 10/113 [=>............................] - ETA: 1s - loss: 0.6794 - accuracy: 0.7388
 13/113 [==>...........................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7403
 16/113 [===>..........................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7407
 19/113 [====>.........................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7407
 22/113 [====>.........................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7403
 25/113 [=====>........................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7404
 28/113 [======>.......................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7403
 31/113 [=======>......................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7403
 34/113 [========>.....................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7405
 37/113 [========>.....................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7407
 40/113 [=========>....................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7403
 43/113 [==========>...................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7405
 46/113 [===========>..................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7403
 49/113 [============>.................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7401
 52/113 [============>.................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7397
 55/113 [=============>................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7399
 58/113 [==============>...............] - ETA: 1s - loss: 0.6793 - accuracy: 0.7399
 61/113 [===============>..............] - ETA: 0s - loss: 0.6793 - accuracy: 0.7400
 64/113 [===============>..............] - ETA: 0s - loss: 0.6793 - accuracy: 0.7403
 67/113 [================>.............] - ETA: 0s - loss: 0.6793 - accuracy: 0.7401
 70/113 [=================>............] - ETA: 0s - loss: 0.6793 - accuracy: 0.7399
 73/113 [==================>...........] - ETA: 0s - loss: 0.6793 - accuracy: 0.7398
 76/113 [===================>..........] - ETA: 0s - loss: 0.6793 - accuracy: 0.7399
 79/113 [===================>..........] - ETA: 0s - loss: 0.6793 - accuracy: 0.7399
 82/113 [====================>.........] - ETA: 0s - loss: 0.6792 - accuracy: 0.7405
 85/113 [=====================>........] - ETA: 0s - loss: 0.6792 - accuracy: 0.7402
 88/113 [======================>.......] - ETA: 0s - loss: 0.6792 - accuracy: 0.7403
 91/113 [=======================>......] - ETA: 0s - loss: 0.6792 - accuracy: 0.7401
 94/113 [=======================>......] - ETA: 0s - loss: 0.6792 - accuracy: 0.7403
 97/113 [========================>.....] - ETA: 0s - loss: 0.6792 - accuracy: 0.7402
100/113 [=========================>....] - ETA: 0s - loss: 0.6792 - accuracy: 0.7402
103/113 [==========================>...] - ETA: 0s - loss: 0.6792 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6792 - accuracy: 0.7402
109/113 [===========================>..] - ETA: 0s - loss: 0.6792 - accuracy: 0.7402
112/113 [============================>.] - ETA: 0s - loss: 0.6792 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6792 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6792 - accuracy: 0.7403 - val_loss: 0.6790 - val_accuracy: 0.7419
Epoch 55/200

  1/113 [..............................] - ETA: 2s - loss: 0.6801 - accuracy: 0.7231
  4/113 [>.............................] - ETA: 1s - loss: 0.6794 - accuracy: 0.7354
  7/113 [>.............................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7361
 10/113 [=>............................] - ETA: 1s - loss: 0.6794 - accuracy: 0.7347
 13/113 [==>...........................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7363
 16/113 [===>..........................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7360
 19/113 [====>.........................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7360
 22/113 [====>.........................] - ETA: 1s - loss: 0.6793 - accuracy: 0.7367
 25/113 [=====>........................] - ETA: 1s - loss: 0.6792 - accuracy: 0.7381
 28/113 [======>.......................] - ETA: 1s - loss: 0.6792 - accuracy: 0.7384
 31/113 [=======>......................] - ETA: 1s - loss: 0.6791 - accuracy: 0.7387
 34/113 [========>.....................] - ETA: 1s - loss: 0.6791 - accuracy: 0.7388
 37/113 [========>.....................] - ETA: 1s - loss: 0.6791 - accuracy: 0.7396
 40/113 [=========>....................] - ETA: 1s - loss: 0.6790 - accuracy: 0.7405
 43/113 [==========>...................] - ETA: 1s - loss: 0.6791 - accuracy: 0.7395
 46/113 [===========>..................] - ETA: 1s - loss: 0.6790 - accuracy: 0.7400
 49/113 [============>.................] - ETA: 1s - loss: 0.6790 - accuracy: 0.7404
 52/113 [============>.................] - ETA: 1s - loss: 0.6790 - accuracy: 0.7404
 55/113 [=============>................] - ETA: 1s - loss: 0.6790 - accuracy: 0.7406
 58/113 [==============>...............] - ETA: 1s - loss: 0.6790 - accuracy: 0.7406
 61/113 [===============>..............] - ETA: 0s - loss: 0.6790 - accuracy: 0.7403
 64/113 [===============>..............] - ETA: 0s - loss: 0.6790 - accuracy: 0.7402
 67/113 [================>.............] - ETA: 0s - loss: 0.6790 - accuracy: 0.7399
 70/113 [=================>............] - ETA: 0s - loss: 0.6790 - accuracy: 0.7398
 73/113 [==================>...........] - ETA: 0s - loss: 0.6790 - accuracy: 0.7396
 76/113 [===================>..........] - ETA: 0s - loss: 0.6790 - accuracy: 0.7397
 79/113 [===================>..........] - ETA: 0s - loss: 0.6790 - accuracy: 0.7399
 82/113 [====================>.........] - ETA: 0s - loss: 0.6790 - accuracy: 0.7402
 85/113 [=====================>........] - ETA: 0s - loss: 0.6790 - accuracy: 0.7404
 88/113 [======================>.......] - ETA: 0s - loss: 0.6790 - accuracy: 0.7404
 91/113 [=======================>......] - ETA: 0s - loss: 0.6790 - accuracy: 0.7401
 94/113 [=======================>......] - ETA: 0s - loss: 0.6790 - accuracy: 0.7402
 97/113 [========================>.....] - ETA: 0s - loss: 0.6790 - accuracy: 0.7405
100/113 [=========================>....] - ETA: 0s - loss: 0.6790 - accuracy: 0.7401
103/113 [==========================>...] - ETA: 0s - loss: 0.6790 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6790 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6790 - accuracy: 0.7402
112/113 [============================>.] - ETA: 0s - loss: 0.6789 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6789 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6789 - accuracy: 0.7403 - val_loss: 0.6787 - val_accuracy: 0.7419
Epoch 56/200

  1/113 [..............................] - ETA: 2s - loss: 0.6795 - accuracy: 0.7285
  4/113 [>.............................] - ETA: 2s - loss: 0.6787 - accuracy: 0.7421
  7/113 [>.............................] - ETA: 2s - loss: 0.6788 - accuracy: 0.7408
 10/113 [=>............................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7422
 13/113 [==>...........................] - ETA: 1s - loss: 0.6788 - accuracy: 0.7408
 16/113 [===>..........................] - ETA: 1s - loss: 0.6788 - accuracy: 0.7401
 19/113 [====>.........................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7416
 22/113 [====>.........................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7415
 25/113 [=====>........................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7410
 28/113 [======>.......................] - ETA: 1s - loss: 0.6788 - accuracy: 0.7408
 31/113 [=======>......................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7411
 34/113 [========>.....................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7416
 37/113 [========>.....................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7416
 40/113 [=========>....................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7417
 43/113 [==========>...................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7417
 46/113 [===========>..................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7412
 49/113 [============>.................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7410
 52/113 [============>.................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7411
 55/113 [=============>................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7409
 58/113 [==============>...............] - ETA: 1s - loss: 0.6787 - accuracy: 0.7408
 61/113 [===============>..............] - ETA: 0s - loss: 0.6787 - accuracy: 0.7407
 64/113 [===============>..............] - ETA: 0s - loss: 0.6788 - accuracy: 0.7401
 67/113 [================>.............] - ETA: 0s - loss: 0.6788 - accuracy: 0.7398
 70/113 [=================>............] - ETA: 0s - loss: 0.6788 - accuracy: 0.7397
 73/113 [==================>...........] - ETA: 0s - loss: 0.6788 - accuracy: 0.7396
 76/113 [===================>..........] - ETA: 0s - loss: 0.6788 - accuracy: 0.7396
 79/113 [===================>..........] - ETA: 0s - loss: 0.6788 - accuracy: 0.7399
 82/113 [====================>.........] - ETA: 0s - loss: 0.6788 - accuracy: 0.7399
 85/113 [=====================>........] - ETA: 0s - loss: 0.6787 - accuracy: 0.7402
 88/113 [======================>.......] - ETA: 0s - loss: 0.6787 - accuracy: 0.7404
 91/113 [=======================>......] - ETA: 0s - loss: 0.6787 - accuracy: 0.7404
 94/113 [=======================>......] - ETA: 0s - loss: 0.6787 - accuracy: 0.7402
 97/113 [========================>.....] - ETA: 0s - loss: 0.6787 - accuracy: 0.7401
100/113 [=========================>....] - ETA: 0s - loss: 0.6787 - accuracy: 0.7402
103/113 [==========================>...] - ETA: 0s - loss: 0.6787 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6787 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6787 - accuracy: 0.7399
112/113 [============================>.] - ETA: 0s - loss: 0.6787 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6787 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6787 - accuracy: 0.7403 - val_loss: 0.6785 - val_accuracy: 0.7419
Epoch 57/200

  1/113 [..............................] - ETA: 2s - loss: 0.6781 - accuracy: 0.7480
  4/113 [>.............................] - ETA: 2s - loss: 0.6787 - accuracy: 0.7386
  7/113 [>.............................] - ETA: 1s - loss: 0.6785 - accuracy: 0.7410
 10/113 [=>............................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7394
 13/113 [==>...........................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7374
 16/113 [===>..........................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7375
 19/113 [====>.........................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7389
 22/113 [====>.........................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7389
 25/113 [=====>........................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7385
 28/113 [======>.......................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7382
 31/113 [=======>......................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7388
 34/113 [========>.....................] - ETA: 1s - loss: 0.6787 - accuracy: 0.7380
 37/113 [========>.....................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7384
 40/113 [=========>....................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7388
 43/113 [==========>...................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7388
 46/113 [===========>..................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7389
 49/113 [============>.................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7391
 52/113 [============>.................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7390
 55/113 [=============>................] - ETA: 1s - loss: 0.6786 - accuracy: 0.7393
 58/113 [==============>...............] - ETA: 1s - loss: 0.6786 - accuracy: 0.7388
 61/113 [===============>..............] - ETA: 0s - loss: 0.6786 - accuracy: 0.7386
 64/113 [===============>..............] - ETA: 0s - loss: 0.6786 - accuracy: 0.7388
 67/113 [================>.............] - ETA: 0s - loss: 0.6786 - accuracy: 0.7389
 70/113 [=================>............] - ETA: 0s - loss: 0.6786 - accuracy: 0.7392
 73/113 [==================>...........] - ETA: 0s - loss: 0.6785 - accuracy: 0.7397
 76/113 [===================>..........] - ETA: 0s - loss: 0.6785 - accuracy: 0.7396
 79/113 [===================>..........] - ETA: 0s - loss: 0.6785 - accuracy: 0.7398
 82/113 [====================>.........] - ETA: 0s - loss: 0.6785 - accuracy: 0.7399
 85/113 [=====================>........] - ETA: 0s - loss: 0.6785 - accuracy: 0.7401
 88/113 [======================>.......] - ETA: 0s - loss: 0.6785 - accuracy: 0.7401
 91/113 [=======================>......] - ETA: 0s - loss: 0.6785 - accuracy: 0.7400
 94/113 [=======================>......] - ETA: 0s - loss: 0.6785 - accuracy: 0.7401
 97/113 [========================>.....] - ETA: 0s - loss: 0.6785 - accuracy: 0.7400
100/113 [=========================>....] - ETA: 0s - loss: 0.6785 - accuracy: 0.7400
103/113 [==========================>...] - ETA: 0s - loss: 0.6785 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6785 - accuracy: 0.7400
109/113 [===========================>..] - ETA: 0s - loss: 0.6785 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6784 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6784 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6784 - accuracy: 0.7403 - val_loss: 0.6782 - val_accuracy: 0.7419
Epoch 58/200

  1/113 [..............................] - ETA: 2s - loss: 0.6784 - accuracy: 0.7393
  4/113 [>.............................] - ETA: 2s - loss: 0.6781 - accuracy: 0.7432
  7/113 [>.............................] - ETA: 1s - loss: 0.6782 - accuracy: 0.7416
 10/113 [=>............................] - ETA: 1s - loss: 0.6785 - accuracy: 0.7377
 12/113 [==>...........................] - ETA: 2s - loss: 0.6785 - accuracy: 0.7380
 15/113 [==>...........................] - ETA: 2s - loss: 0.6784 - accuracy: 0.7389
 18/113 [===>..........................] - ETA: 1s - loss: 0.6783 - accuracy: 0.7395
 21/113 [====>.........................] - ETA: 1s - loss: 0.6783 - accuracy: 0.7398
 24/113 [=====>........................] - ETA: 1s - loss: 0.6783 - accuracy: 0.7394
 27/113 [======>.......................] - ETA: 1s - loss: 0.6784 - accuracy: 0.7393
 30/113 [======>.......................] - ETA: 1s - loss: 0.6784 - accuracy: 0.7388
 33/113 [=======>......................] - ETA: 1s - loss: 0.6784 - accuracy: 0.7378
 36/113 [========>.....................] - ETA: 1s - loss: 0.6784 - accuracy: 0.7384
 39/113 [=========>....................] - ETA: 1s - loss: 0.6784 - accuracy: 0.7390
 42/113 [==========>...................] - ETA: 1s - loss: 0.6784 - accuracy: 0.7388
 45/113 [==========>...................] - ETA: 1s - loss: 0.6784 - accuracy: 0.7388
 48/113 [===========>..................] - ETA: 1s - loss: 0.6784 - accuracy: 0.7386
 51/113 [============>.................] - ETA: 1s - loss: 0.6784 - accuracy: 0.7381
 54/113 [=============>................] - ETA: 1s - loss: 0.6784 - accuracy: 0.7380
 57/113 [==============>...............] - ETA: 1s - loss: 0.6784 - accuracy: 0.7381
 60/113 [==============>...............] - ETA: 1s - loss: 0.6784 - accuracy: 0.7381
 63/113 [===============>..............] - ETA: 0s - loss: 0.6784 - accuracy: 0.7383
 66/113 [================>.............] - ETA: 0s - loss: 0.6783 - accuracy: 0.7386
 69/113 [=================>............] - ETA: 0s - loss: 0.6783 - accuracy: 0.7388
 72/113 [==================>...........] - ETA: 0s - loss: 0.6783 - accuracy: 0.7393
 75/113 [==================>...........] - ETA: 0s - loss: 0.6783 - accuracy: 0.7395
 78/113 [===================>..........] - ETA: 0s - loss: 0.6783 - accuracy: 0.7395
 81/113 [====================>.........] - ETA: 0s - loss: 0.6783 - accuracy: 0.7394
 84/113 [=====================>........] - ETA: 0s - loss: 0.6783 - accuracy: 0.7394
 87/113 [======================>.......] - ETA: 0s - loss: 0.6783 - accuracy: 0.7398
 90/113 [======================>.......] - ETA: 0s - loss: 0.6783 - accuracy: 0.7395
 93/113 [=======================>......] - ETA: 0s - loss: 0.6782 - accuracy: 0.7398
 96/113 [========================>.....] - ETA: 0s - loss: 0.6782 - accuracy: 0.7397
 99/113 [=========================>....] - ETA: 0s - loss: 0.6782 - accuracy: 0.7400
102/113 [==========================>...] - ETA: 0s - loss: 0.6782 - accuracy: 0.7402
105/113 [==========================>...] - ETA: 0s - loss: 0.6782 - accuracy: 0.7405
108/113 [===========================>..] - ETA: 0s - loss: 0.6782 - accuracy: 0.7405
111/113 [============================>.] - ETA: 0s - loss: 0.6782 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6782 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6782 - accuracy: 0.7403 - val_loss: 0.6780 - val_accuracy: 0.7419
Epoch 59/200

  1/113 [..............................] - ETA: 2s - loss: 0.6778 - accuracy: 0.7451
  4/113 [>.............................] - ETA: 2s - loss: 0.6781 - accuracy: 0.7400
  7/113 [>.............................] - ETA: 1s - loss: 0.6781 - accuracy: 0.7394
 10/113 [=>............................] - ETA: 1s - loss: 0.6782 - accuracy: 0.7377
 13/113 [==>...........................] - ETA: 1s - loss: 0.6782 - accuracy: 0.7387
 16/113 [===>..........................] - ETA: 1s - loss: 0.6782 - accuracy: 0.7375
 19/113 [====>.........................] - ETA: 1s - loss: 0.6782 - accuracy: 0.7375
 22/113 [====>.........................] - ETA: 1s - loss: 0.6782 - accuracy: 0.7383
 25/113 [=====>........................] - ETA: 1s - loss: 0.6781 - accuracy: 0.7390
 28/113 [======>.......................] - ETA: 1s - loss: 0.6782 - accuracy: 0.7374
 31/113 [=======>......................] - ETA: 1s - loss: 0.6782 - accuracy: 0.7373
 34/113 [========>.....................] - ETA: 1s - loss: 0.6782 - accuracy: 0.7380
 37/113 [========>.....................] - ETA: 1s - loss: 0.6781 - accuracy: 0.7384
 40/113 [=========>....................] - ETA: 1s - loss: 0.6781 - accuracy: 0.7385
 43/113 [==========>...................] - ETA: 1s - loss: 0.6781 - accuracy: 0.7387
 46/113 [===========>..................] - ETA: 1s - loss: 0.6781 - accuracy: 0.7387
 49/113 [============>.................] - ETA: 1s - loss: 0.6781 - accuracy: 0.7393
 52/113 [============>.................] - ETA: 1s - loss: 0.6781 - accuracy: 0.7393
 55/113 [=============>................] - ETA: 1s - loss: 0.6781 - accuracy: 0.7393
 58/113 [==============>...............] - ETA: 1s - loss: 0.6781 - accuracy: 0.7395
 61/113 [===============>..............] - ETA: 0s - loss: 0.6780 - accuracy: 0.7396
 64/113 [===============>..............] - ETA: 0s - loss: 0.6780 - accuracy: 0.7399
 67/113 [================>.............] - ETA: 0s - loss: 0.6780 - accuracy: 0.7399
 70/113 [=================>............] - ETA: 0s - loss: 0.6780 - accuracy: 0.7400
 73/113 [==================>...........] - ETA: 0s - loss: 0.6780 - accuracy: 0.7401
 76/113 [===================>..........] - ETA: 0s - loss: 0.6780 - accuracy: 0.7404
 79/113 [===================>..........] - ETA: 0s - loss: 0.6780 - accuracy: 0.7406
 82/113 [====================>.........] - ETA: 0s - loss: 0.6780 - accuracy: 0.7404
 85/113 [=====================>........] - ETA: 0s - loss: 0.6779 - accuracy: 0.7407
 88/113 [======================>.......] - ETA: 0s - loss: 0.6780 - accuracy: 0.7404
 91/113 [=======================>......] - ETA: 0s - loss: 0.6780 - accuracy: 0.7402
 94/113 [=======================>......] - ETA: 0s - loss: 0.6780 - accuracy: 0.7404
 97/113 [========================>.....] - ETA: 0s - loss: 0.6780 - accuracy: 0.7404
100/113 [=========================>....] - ETA: 0s - loss: 0.6780 - accuracy: 0.7403
103/113 [==========================>...] - ETA: 0s - loss: 0.6780 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6780 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6780 - accuracy: 0.7400
112/113 [============================>.] - ETA: 0s - loss: 0.6779 - accuracy: 0.7403
113/113 [==============================] - 2s 18ms/step - loss: 0.6779 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6779 - accuracy: 0.7403 - val_loss: 0.6777 - val_accuracy: 0.7419
Epoch 60/200

  1/113 [..............................] - ETA: 2s - loss: 0.6788 - accuracy: 0.7261
  4/113 [>.............................] - ETA: 2s - loss: 0.6780 - accuracy: 0.7379
  7/113 [>.............................] - ETA: 1s - loss: 0.6776 - accuracy: 0.7430
 10/113 [=>............................] - ETA: 1s - loss: 0.6778 - accuracy: 0.7399
 13/113 [==>...........................] - ETA: 1s - loss: 0.6778 - accuracy: 0.7404
 16/113 [===>..........................] - ETA: 1s - loss: 0.6777 - accuracy: 0.7412
 19/113 [====>.........................] - ETA: 1s - loss: 0.6778 - accuracy: 0.7395
 22/113 [====>.........................] - ETA: 1s - loss: 0.6779 - accuracy: 0.7394
 25/113 [=====>........................] - ETA: 1s - loss: 0.6778 - accuracy: 0.7402
 28/113 [======>.......................] - ETA: 1s - loss: 0.6778 - accuracy: 0.7403
 31/113 [=======>......................] - ETA: 1s - loss: 0.6777 - accuracy: 0.7412
 34/113 [========>.....................] - ETA: 1s - loss: 0.6777 - accuracy: 0.7411
 37/113 [========>.....................] - ETA: 1s - loss: 0.6777 - accuracy: 0.7416
 40/113 [=========>....................] - ETA: 1s - loss: 0.6777 - accuracy: 0.7419
 43/113 [==========>...................] - ETA: 1s - loss: 0.6777 - accuracy: 0.7420
 46/113 [===========>..................] - ETA: 1s - loss: 0.6776 - accuracy: 0.7422
 49/113 [============>.................] - ETA: 1s - loss: 0.6776 - accuracy: 0.7423
 52/113 [============>.................] - ETA: 1s - loss: 0.6776 - accuracy: 0.7420
 55/113 [=============>................] - ETA: 1s - loss: 0.6777 - accuracy: 0.7418
 58/113 [==============>...............] - ETA: 1s - loss: 0.6777 - accuracy: 0.7418
 61/113 [===============>..............] - ETA: 0s - loss: 0.6776 - accuracy: 0.7419
 64/113 [===============>..............] - ETA: 0s - loss: 0.6777 - accuracy: 0.7414
 67/113 [================>.............] - ETA: 0s - loss: 0.6777 - accuracy: 0.7414
 70/113 [=================>............] - ETA: 0s - loss: 0.6777 - accuracy: 0.7414
 73/113 [==================>...........] - ETA: 0s - loss: 0.6777 - accuracy: 0.7413
 76/113 [===================>..........] - ETA: 0s - loss: 0.6777 - accuracy: 0.7410
 79/113 [===================>..........] - ETA: 0s - loss: 0.6777 - accuracy: 0.7408
 82/113 [====================>.........] - ETA: 0s - loss: 0.6777 - accuracy: 0.7409
 85/113 [=====================>........] - ETA: 0s - loss: 0.6777 - accuracy: 0.7409
 88/113 [======================>.......] - ETA: 0s - loss: 0.6777 - accuracy: 0.7410
 91/113 [=======================>......] - ETA: 0s - loss: 0.6777 - accuracy: 0.7408
 94/113 [=======================>......] - ETA: 0s - loss: 0.6777 - accuracy: 0.7407
 97/113 [========================>.....] - ETA: 0s - loss: 0.6777 - accuracy: 0.7407
100/113 [=========================>....] - ETA: 0s - loss: 0.6777 - accuracy: 0.7406
103/113 [==========================>...] - ETA: 0s - loss: 0.6777 - accuracy: 0.7405
106/113 [===========================>..] - ETA: 0s - loss: 0.6777 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6777 - accuracy: 0.7402
112/113 [============================>.] - ETA: 0s - loss: 0.6777 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6777 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6777 - accuracy: 0.7403 - val_loss: 0.6775 - val_accuracy: 0.7419
Epoch 61/200

  1/113 [..............................] - ETA: 2s - loss: 0.6778 - accuracy: 0.7373
  4/113 [>.............................] - ETA: 2s - loss: 0.6775 - accuracy: 0.7411
  7/113 [>.............................] - ETA: 1s - loss: 0.6773 - accuracy: 0.7437
 10/113 [=>............................] - ETA: 1s - loss: 0.6773 - accuracy: 0.7436
 13/113 [==>...........................] - ETA: 1s - loss: 0.6774 - accuracy: 0.7430
 16/113 [===>..........................] - ETA: 1s - loss: 0.6774 - accuracy: 0.7429
 18/113 [===>..........................] - ETA: 2s - loss: 0.6773 - accuracy: 0.7439
 21/113 [====>.........................] - ETA: 2s - loss: 0.6774 - accuracy: 0.7426
 24/113 [=====>........................] - ETA: 1s - loss: 0.6774 - accuracy: 0.7428
 27/113 [======>.......................] - ETA: 1s - loss: 0.6774 - accuracy: 0.7423
 30/113 [======>.......................] - ETA: 1s - loss: 0.6774 - accuracy: 0.7419
 33/113 [=======>......................] - ETA: 1s - loss: 0.6774 - accuracy: 0.7421
 36/113 [========>.....................] - ETA: 1s - loss: 0.6775 - accuracy: 0.7411
 39/113 [=========>....................] - ETA: 1s - loss: 0.6775 - accuracy: 0.7413
 42/113 [==========>...................] - ETA: 1s - loss: 0.6775 - accuracy: 0.7411
 45/113 [==========>...................] - ETA: 1s - loss: 0.6775 - accuracy: 0.7412
 48/113 [===========>..................] - ETA: 1s - loss: 0.6775 - accuracy: 0.7411
 51/113 [============>.................] - ETA: 1s - loss: 0.6774 - accuracy: 0.7412
 54/113 [=============>................] - ETA: 1s - loss: 0.6774 - accuracy: 0.7415
 57/113 [==============>...............] - ETA: 1s - loss: 0.6774 - accuracy: 0.7413
 60/113 [==============>...............] - ETA: 1s - loss: 0.6774 - accuracy: 0.7414
 63/113 [===============>..............] - ETA: 1s - loss: 0.6774 - accuracy: 0.7412
 66/113 [================>.............] - ETA: 0s - loss: 0.6774 - accuracy: 0.7413
 69/113 [=================>............] - ETA: 0s - loss: 0.6774 - accuracy: 0.7412
 72/113 [==================>...........] - ETA: 0s - loss: 0.6774 - accuracy: 0.7408
 75/113 [==================>...........] - ETA: 0s - loss: 0.6775 - accuracy: 0.7406
 78/113 [===================>..........] - ETA: 0s - loss: 0.6775 - accuracy: 0.7406
 81/113 [====================>.........] - ETA: 0s - loss: 0.6774 - accuracy: 0.7408
 84/113 [=====================>........] - ETA: 0s - loss: 0.6774 - accuracy: 0.7409
 87/113 [======================>.......] - ETA: 0s - loss: 0.6774 - accuracy: 0.7408
 90/113 [======================>.......] - ETA: 0s - loss: 0.6774 - accuracy: 0.7405
 93/113 [=======================>......] - ETA: 0s - loss: 0.6774 - accuracy: 0.7405
 96/113 [========================>.....] - ETA: 0s - loss: 0.6775 - accuracy: 0.7403
 99/113 [=========================>....] - ETA: 0s - loss: 0.6775 - accuracy: 0.7403
102/113 [==========================>...] - ETA: 0s - loss: 0.6774 - accuracy: 0.7404
105/113 [==========================>...] - ETA: 0s - loss: 0.6774 - accuracy: 0.7405
108/113 [===========================>..] - ETA: 0s - loss: 0.6774 - accuracy: 0.7405
111/113 [============================>.] - ETA: 0s - loss: 0.6774 - accuracy: 0.7404
113/113 [==============================] - 2s 20ms/step - loss: 0.6774 - accuracy: 0.7403

113/113 [==============================] - 3s 30ms/step - loss: 0.6774 - accuracy: 0.7403 - val_loss: 0.6772 - val_accuracy: 0.7419
Epoch 62/200

  1/113 [..............................] - ETA: 3s - loss: 0.6773 - accuracy: 0.7407
  4/113 [>.............................] - ETA: 2s - loss: 0.6773 - accuracy: 0.7399
  6/113 [>.............................] - ETA: 2s - loss: 0.6771 - accuracy: 0.7432
  9/113 [=>............................] - ETA: 2s - loss: 0.6772 - accuracy: 0.7416
 12/113 [==>...........................] - ETA: 2s - loss: 0.6771 - accuracy: 0.7431
 15/113 [==>...........................] - ETA: 2s - loss: 0.6771 - accuracy: 0.7425
 18/113 [===>..........................] - ETA: 2s - loss: 0.6772 - accuracy: 0.7421
 21/113 [====>.........................] - ETA: 2s - loss: 0.6772 - accuracy: 0.7420
 24/113 [=====>........................] - ETA: 1s - loss: 0.6771 - accuracy: 0.7426
 27/113 [======>.......................] - ETA: 1s - loss: 0.6770 - accuracy: 0.7439
 30/113 [======>.......................] - ETA: 1s - loss: 0.6771 - accuracy: 0.7428
 33/113 [=======>......................] - ETA: 1s - loss: 0.6771 - accuracy: 0.7427
 36/113 [========>.....................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7414
 39/113 [=========>....................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7420
 42/113 [==========>...................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7416
 45/113 [==========>...................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7416
 48/113 [===========>..................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7413
 51/113 [============>.................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7414
 54/113 [=============>................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7413
 57/113 [==============>...............] - ETA: 1s - loss: 0.6772 - accuracy: 0.7415
 60/113 [==============>...............] - ETA: 1s - loss: 0.6772 - accuracy: 0.7412
 63/113 [===============>..............] - ETA: 1s - loss: 0.6772 - accuracy: 0.7416
 66/113 [================>.............] - ETA: 0s - loss: 0.6772 - accuracy: 0.7416
 69/113 [=================>............] - ETA: 0s - loss: 0.6772 - accuracy: 0.7411
 72/113 [==================>...........] - ETA: 0s - loss: 0.6771 - accuracy: 0.7417
 75/113 [==================>...........] - ETA: 0s - loss: 0.6771 - accuracy: 0.7418
 78/113 [===================>..........] - ETA: 0s - loss: 0.6772 - accuracy: 0.7412
 81/113 [====================>.........] - ETA: 0s - loss: 0.6772 - accuracy: 0.7408
 84/113 [=====================>........] - ETA: 0s - loss: 0.6772 - accuracy: 0.7408
 87/113 [======================>.......] - ETA: 0s - loss: 0.6772 - accuracy: 0.7409
 90/113 [======================>.......] - ETA: 0s - loss: 0.6772 - accuracy: 0.7408
 93/113 [=======================>......] - ETA: 0s - loss: 0.6771 - accuracy: 0.7413
 96/113 [========================>.....] - ETA: 0s - loss: 0.6772 - accuracy: 0.7409
 99/113 [=========================>....] - ETA: 0s - loss: 0.6772 - accuracy: 0.7409
102/113 [==========================>...] - ETA: 0s - loss: 0.6772 - accuracy: 0.7406
105/113 [==========================>...] - ETA: 0s - loss: 0.6772 - accuracy: 0.7406
108/113 [===========================>..] - ETA: 0s - loss: 0.6772 - accuracy: 0.7404
111/113 [============================>.] - ETA: 0s - loss: 0.6772 - accuracy: 0.7403
113/113 [==============================] - 2s 20ms/step - loss: 0.6772 - accuracy: 0.7403

113/113 [==============================] - 3s 28ms/step - loss: 0.6772 - accuracy: 0.7403 - val_loss: 0.6770 - val_accuracy: 0.7419
Epoch 63/200

  1/113 [..............................] - ETA: 2s - loss: 0.6764 - accuracy: 0.7500
  4/113 [>.............................] - ETA: 1s - loss: 0.6771 - accuracy: 0.7402
  7/113 [>.............................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7390
 10/113 [=>............................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7389
 13/113 [==>...........................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7381
 16/113 [===>..........................] - ETA: 1s - loss: 0.6772 - accuracy: 0.7386
 19/113 [====>.........................] - ETA: 1s - loss: 0.6771 - accuracy: 0.7396
 22/113 [====>.........................] - ETA: 1s - loss: 0.6771 - accuracy: 0.7390
 25/113 [=====>........................] - ETA: 1s - loss: 0.6771 - accuracy: 0.7395
 28/113 [======>.......................] - ETA: 1s - loss: 0.6771 - accuracy: 0.7397
 31/113 [=======>......................] - ETA: 1s - loss: 0.6771 - accuracy: 0.7399
 34/113 [========>.....................] - ETA: 1s - loss: 0.6770 - accuracy: 0.7411
 37/113 [========>.....................] - ETA: 1s - loss: 0.6770 - accuracy: 0.7411
 40/113 [=========>....................] - ETA: 1s - loss: 0.6769 - accuracy: 0.7416
 43/113 [==========>...................] - ETA: 1s - loss: 0.6769 - accuracy: 0.7416
 46/113 [===========>..................] - ETA: 1s - loss: 0.6769 - accuracy: 0.7415
 49/113 [============>.................] - ETA: 1s - loss: 0.6769 - accuracy: 0.7416
 52/113 [============>.................] - ETA: 1s - loss: 0.6769 - accuracy: 0.7415
 55/113 [=============>................] - ETA: 1s - loss: 0.6769 - accuracy: 0.7416
 58/113 [==============>...............] - ETA: 1s - loss: 0.6769 - accuracy: 0.7416
 61/113 [===============>..............] - ETA: 0s - loss: 0.6770 - accuracy: 0.7409
 64/113 [===============>..............] - ETA: 0s - loss: 0.6770 - accuracy: 0.7403
 67/113 [================>.............] - ETA: 0s - loss: 0.6770 - accuracy: 0.7403
 70/113 [=================>............] - ETA: 0s - loss: 0.6770 - accuracy: 0.7404
 73/113 [==================>...........] - ETA: 0s - loss: 0.6770 - accuracy: 0.7400
 76/113 [===================>..........] - ETA: 0s - loss: 0.6770 - accuracy: 0.7401
 79/113 [===================>..........] - ETA: 0s - loss: 0.6770 - accuracy: 0.7404
 82/113 [====================>.........] - ETA: 0s - loss: 0.6770 - accuracy: 0.7404
 85/113 [=====================>........] - ETA: 0s - loss: 0.6770 - accuracy: 0.7401
 88/113 [======================>.......] - ETA: 0s - loss: 0.6770 - accuracy: 0.7402
 91/113 [=======================>......] - ETA: 0s - loss: 0.6770 - accuracy: 0.7401
 94/113 [=======================>......] - ETA: 0s - loss: 0.6770 - accuracy: 0.7399
 97/113 [========================>.....] - ETA: 0s - loss: 0.6770 - accuracy: 0.7401
100/113 [=========================>....] - ETA: 0s - loss: 0.6770 - accuracy: 0.7403
103/113 [==========================>...] - ETA: 0s - loss: 0.6770 - accuracy: 0.7403
106/113 [===========================>..] - ETA: 0s - loss: 0.6770 - accuracy: 0.7401
108/113 [===========================>..] - ETA: 0s - loss: 0.6769 - accuracy: 0.7403
111/113 [============================>.] - ETA: 0s - loss: 0.6769 - accuracy: 0.7402
113/113 [==============================] - 2s 19ms/step - loss: 0.6769 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6769 - accuracy: 0.7403 - val_loss: 0.6767 - val_accuracy: 0.7419
Epoch 64/200

  1/113 [..............................] - ETA: 2s - loss: 0.6786 - accuracy: 0.7148
  4/113 [>.............................] - ETA: 2s - loss: 0.6767 - accuracy: 0.7421
  7/113 [>.............................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7407
 10/113 [=>............................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7405
 13/113 [==>...........................] - ETA: 1s - loss: 0.6769 - accuracy: 0.7395
 16/113 [===>..........................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7397
 19/113 [====>.........................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7397
 22/113 [====>.........................] - ETA: 1s - loss: 0.6767 - accuracy: 0.7410
 25/113 [=====>........................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7406
 28/113 [======>.......................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7402
 31/113 [=======>......................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7399
 34/113 [========>.....................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7397
 37/113 [========>.....................] - ETA: 1s - loss: 0.6769 - accuracy: 0.7388
 40/113 [=========>....................] - ETA: 1s - loss: 0.6769 - accuracy: 0.7390
 43/113 [==========>...................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7394
 46/113 [===========>..................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7400
 49/113 [============>.................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7403
 52/113 [============>.................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7401
 55/113 [=============>................] - ETA: 1s - loss: 0.6768 - accuracy: 0.7398
 58/113 [==============>...............] - ETA: 1s - loss: 0.6768 - accuracy: 0.7398
 61/113 [===============>..............] - ETA: 1s - loss: 0.6768 - accuracy: 0.7393
 63/113 [===============>..............] - ETA: 1s - loss: 0.6768 - accuracy: 0.7394
 65/113 [================>.............] - ETA: 0s - loss: 0.6768 - accuracy: 0.7394
 68/113 [=================>............] - ETA: 0s - loss: 0.6768 - accuracy: 0.7395
 70/113 [=================>............] - ETA: 0s - loss: 0.6768 - accuracy: 0.7395
 72/113 [==================>...........] - ETA: 0s - loss: 0.6768 - accuracy: 0.7398
 75/113 [==================>...........] - ETA: 0s - loss: 0.6768 - accuracy: 0.7398
 78/113 [===================>..........] - ETA: 0s - loss: 0.6767 - accuracy: 0.7403
 81/113 [====================>.........] - ETA: 0s - loss: 0.6767 - accuracy: 0.7403
 84/113 [=====================>........] - ETA: 0s - loss: 0.6767 - accuracy: 0.7402
 87/113 [======================>.......] - ETA: 0s - loss: 0.6767 - accuracy: 0.7400
 90/113 [======================>.......] - ETA: 0s - loss: 0.6767 - accuracy: 0.7400
 93/113 [=======================>......] - ETA: 0s - loss: 0.6768 - accuracy: 0.7397
 96/113 [========================>.....] - ETA: 0s - loss: 0.6767 - accuracy: 0.7402
 99/113 [=========================>....] - ETA: 0s - loss: 0.6767 - accuracy: 0.7404
102/113 [==========================>...] - ETA: 0s - loss: 0.6767 - accuracy: 0.7405
105/113 [==========================>...] - ETA: 0s - loss: 0.6767 - accuracy: 0.7403
108/113 [===========================>..] - ETA: 0s - loss: 0.6767 - accuracy: 0.7403
111/113 [============================>.] - ETA: 0s - loss: 0.6767 - accuracy: 0.7403
113/113 [==============================] - 2s 20ms/step - loss: 0.6767 - accuracy: 0.7403

113/113 [==============================] - 3s 28ms/step - loss: 0.6767 - accuracy: 0.7403 - val_loss: 0.6765 - val_accuracy: 0.7419
Epoch 65/200

  1/113 [..............................] - ETA: 2s - loss: 0.6775 - accuracy: 0.7271
  4/113 [>.............................] - ETA: 1s - loss: 0.6767 - accuracy: 0.7383
  7/113 [>.............................] - ETA: 1s - loss: 0.6764 - accuracy: 0.7429
 10/113 [=>............................] - ETA: 1s - loss: 0.6766 - accuracy: 0.7395
 13/113 [==>...........................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7416
 16/113 [===>..........................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7411
 19/113 [====>.........................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7405
 22/113 [====>.........................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7410
 25/113 [=====>........................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7405
 28/113 [======>.......................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7414
 31/113 [=======>......................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7410
 34/113 [========>.....................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7413
 37/113 [========>.....................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7403
 40/113 [=========>....................] - ETA: 1s - loss: 0.6766 - accuracy: 0.7399
 43/113 [==========>...................] - ETA: 1s - loss: 0.6766 - accuracy: 0.7392
 46/113 [===========>..................] - ETA: 1s - loss: 0.6766 - accuracy: 0.7395
 49/113 [============>.................] - ETA: 1s - loss: 0.6766 - accuracy: 0.7393
 52/113 [============>.................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7398
 55/113 [=============>................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7398
 58/113 [==============>...............] - ETA: 1s - loss: 0.6765 - accuracy: 0.7399
 61/113 [===============>..............] - ETA: 0s - loss: 0.6765 - accuracy: 0.7399
 64/113 [===============>..............] - ETA: 0s - loss: 0.6765 - accuracy: 0.7401
 67/113 [================>.............] - ETA: 0s - loss: 0.6765 - accuracy: 0.7402
 70/113 [=================>............] - ETA: 0s - loss: 0.6765 - accuracy: 0.7403
 73/113 [==================>...........] - ETA: 0s - loss: 0.6765 - accuracy: 0.7405
 76/113 [===================>..........] - ETA: 0s - loss: 0.6765 - accuracy: 0.7406
 79/113 [===================>..........] - ETA: 0s - loss: 0.6764 - accuracy: 0.7408
 82/113 [====================>.........] - ETA: 0s - loss: 0.6764 - accuracy: 0.7408
 85/113 [=====================>........] - ETA: 0s - loss: 0.6764 - accuracy: 0.7409
 88/113 [======================>.......] - ETA: 0s - loss: 0.6764 - accuracy: 0.7410
 91/113 [=======================>......] - ETA: 0s - loss: 0.6764 - accuracy: 0.7408
 94/113 [=======================>......] - ETA: 0s - loss: 0.6764 - accuracy: 0.7406
 97/113 [========================>.....] - ETA: 0s - loss: 0.6764 - accuracy: 0.7407
100/113 [=========================>....] - ETA: 0s - loss: 0.6764 - accuracy: 0.7408
103/113 [==========================>...] - ETA: 0s - loss: 0.6764 - accuracy: 0.7406
106/113 [===========================>..] - ETA: 0s - loss: 0.6765 - accuracy: 0.7402
109/113 [===========================>..] - ETA: 0s - loss: 0.6765 - accuracy: 0.7402
112/113 [============================>.] - ETA: 0s - loss: 0.6764 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6764 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6764 - accuracy: 0.7403 - val_loss: 0.6762 - val_accuracy: 0.7419
Epoch 66/200

  1/113 [..............................] - ETA: 2s - loss: 0.6754 - accuracy: 0.7524
  4/113 [>.............................] - ETA: 2s - loss: 0.6760 - accuracy: 0.7451
  7/113 [>.............................] - ETA: 2s - loss: 0.6761 - accuracy: 0.7439
 10/113 [=>............................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7439
 13/113 [==>...........................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7431
 16/113 [===>..........................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7435
 19/113 [====>.........................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7429
 22/113 [====>.........................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7435
 25/113 [=====>........................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7439
 28/113 [======>.......................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7429
 31/113 [=======>......................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7423
 34/113 [========>.....................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7422
 37/113 [========>.....................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7421
 40/113 [=========>....................] - ETA: 1s - loss: 0.6762 - accuracy: 0.7414
 43/113 [==========>...................] - ETA: 1s - loss: 0.6762 - accuracy: 0.7414
 46/113 [===========>..................] - ETA: 1s - loss: 0.6762 - accuracy: 0.7417
 49/113 [============>.................] - ETA: 1s - loss: 0.6762 - accuracy: 0.7415
 52/113 [============>.................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7419
 55/113 [=============>................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7419
 58/113 [==============>...............] - ETA: 1s - loss: 0.6762 - accuracy: 0.7413
 61/113 [===============>..............] - ETA: 0s - loss: 0.6762 - accuracy: 0.7416
 64/113 [===============>..............] - ETA: 0s - loss: 0.6762 - accuracy: 0.7414
 67/113 [================>.............] - ETA: 0s - loss: 0.6762 - accuracy: 0.7416
 70/113 [=================>............] - ETA: 0s - loss: 0.6762 - accuracy: 0.7411
 73/113 [==================>...........] - ETA: 0s - loss: 0.6762 - accuracy: 0.7412
 76/113 [===================>..........] - ETA: 0s - loss: 0.6762 - accuracy: 0.7411
 79/113 [===================>..........] - ETA: 0s - loss: 0.6762 - accuracy: 0.7410
 82/113 [====================>.........] - ETA: 0s - loss: 0.6762 - accuracy: 0.7409
 85/113 [=====================>........] - ETA: 0s - loss: 0.6762 - accuracy: 0.7406
 88/113 [======================>.......] - ETA: 0s - loss: 0.6762 - accuracy: 0.7404
 91/113 [=======================>......] - ETA: 0s - loss: 0.6762 - accuracy: 0.7405
 94/113 [=======================>......] - ETA: 0s - loss: 0.6762 - accuracy: 0.7404
 97/113 [========================>.....] - ETA: 0s - loss: 0.6762 - accuracy: 0.7403
100/113 [=========================>....] - ETA: 0s - loss: 0.6762 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6762 - accuracy: 0.7402
106/113 [===========================>..] - ETA: 0s - loss: 0.6762 - accuracy: 0.7403
109/113 [===========================>..] - ETA: 0s - loss: 0.6762 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6762 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6762 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6762 - accuracy: 0.7403 - val_loss: 0.6760 - val_accuracy: 0.7419
Epoch 67/200

  1/113 [..............................] - ETA: 2s - loss: 0.6766 - accuracy: 0.7334
  4/113 [>.............................] - ETA: 2s - loss: 0.6757 - accuracy: 0.7454
  7/113 [>.............................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7438
 10/113 [=>............................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7401
 13/113 [==>...........................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7415
 16/113 [===>..........................] - ETA: 1s - loss: 0.6759 - accuracy: 0.7422
 19/113 [====>.........................] - ETA: 1s - loss: 0.6759 - accuracy: 0.7422
 22/113 [====>.........................] - ETA: 1s - loss: 0.6759 - accuracy: 0.7428
 25/113 [=====>........................] - ETA: 1s - loss: 0.6759 - accuracy: 0.7421
 28/113 [======>.......................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7414
 31/113 [=======>......................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7415
 34/113 [========>.....................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7410
 37/113 [========>.....................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7403
 40/113 [=========>....................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7407
 43/113 [==========>...................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7403
 46/113 [===========>..................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7403
 49/113 [============>.................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7401
 52/113 [============>.................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7392
 55/113 [=============>................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7394
 58/113 [==============>...............] - ETA: 1s - loss: 0.6761 - accuracy: 0.7395
 61/113 [===============>..............] - ETA: 0s - loss: 0.6760 - accuracy: 0.7398
 64/113 [===============>..............] - ETA: 0s - loss: 0.6761 - accuracy: 0.7395
 67/113 [================>.............] - ETA: 0s - loss: 0.6761 - accuracy: 0.7392
 70/113 [=================>............] - ETA: 0s - loss: 0.6761 - accuracy: 0.7394
 73/113 [==================>...........] - ETA: 0s - loss: 0.6760 - accuracy: 0.7400
 76/113 [===================>..........] - ETA: 0s - loss: 0.6760 - accuracy: 0.7398
 79/113 [===================>..........] - ETA: 0s - loss: 0.6760 - accuracy: 0.7402
 82/113 [====================>.........] - ETA: 0s - loss: 0.6760 - accuracy: 0.7400
 85/113 [=====================>........] - ETA: 0s - loss: 0.6760 - accuracy: 0.7398
 88/113 [======================>.......] - ETA: 0s - loss: 0.6760 - accuracy: 0.7399
 91/113 [=======================>......] - ETA: 0s - loss: 0.6760 - accuracy: 0.7398
 94/113 [=======================>......] - ETA: 0s - loss: 0.6760 - accuracy: 0.7399
 97/113 [========================>.....] - ETA: 0s - loss: 0.6760 - accuracy: 0.7399
100/113 [=========================>....] - ETA: 0s - loss: 0.6760 - accuracy: 0.7398
103/113 [==========================>...] - ETA: 0s - loss: 0.6760 - accuracy: 0.7401
106/113 [===========================>..] - ETA: 0s - loss: 0.6760 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6760 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6760 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6760 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6760 - accuracy: 0.7403 - val_loss: 0.6757 - val_accuracy: 0.7419
Epoch 68/200

  1/113 [..............................] - ETA: 2s - loss: 0.6765 - accuracy: 0.7310
  4/113 [>.............................] - ETA: 2s - loss: 0.6760 - accuracy: 0.7385
  7/113 [>.............................] - ETA: 2s - loss: 0.6762 - accuracy: 0.7355
 10/113 [=>............................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7402
 13/113 [==>...........................] - ETA: 1s - loss: 0.6759 - accuracy: 0.7397
 16/113 [===>..........................] - ETA: 1s - loss: 0.6757 - accuracy: 0.7419
 19/113 [====>.........................] - ETA: 1s - loss: 0.6757 - accuracy: 0.7416
 22/113 [====>.........................] - ETA: 1s - loss: 0.6757 - accuracy: 0.7417
 25/113 [=====>........................] - ETA: 1s - loss: 0.6757 - accuracy: 0.7411
 28/113 [======>.......................] - ETA: 1s - loss: 0.6759 - accuracy: 0.7396
 31/113 [=======>......................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7408
 34/113 [========>.....................] - ETA: 1s - loss: 0.6757 - accuracy: 0.7411
 37/113 [========>.....................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7402
 40/113 [=========>....................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7403
 43/113 [==========>...................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7402
 46/113 [===========>..................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7405
 49/113 [============>.................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7400
 52/113 [============>.................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7401
 55/113 [=============>................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7399
 58/113 [==============>...............] - ETA: 1s - loss: 0.6757 - accuracy: 0.7407
 61/113 [===============>..............] - ETA: 0s - loss: 0.6757 - accuracy: 0.7408
 64/113 [===============>..............] - ETA: 0s - loss: 0.6757 - accuracy: 0.7404
 67/113 [================>.............] - ETA: 0s - loss: 0.6758 - accuracy: 0.7402
 70/113 [=================>............] - ETA: 0s - loss: 0.6757 - accuracy: 0.7404
 73/113 [==================>...........] - ETA: 0s - loss: 0.6757 - accuracy: 0.7404
 76/113 [===================>..........] - ETA: 0s - loss: 0.6757 - accuracy: 0.7405
 79/113 [===================>..........] - ETA: 0s - loss: 0.6757 - accuracy: 0.7405
 82/113 [====================>.........] - ETA: 0s - loss: 0.6757 - accuracy: 0.7404
 85/113 [=====================>........] - ETA: 0s - loss: 0.6757 - accuracy: 0.7406
 88/113 [======================>.......] - ETA: 0s - loss: 0.6757 - accuracy: 0.7405
 91/113 [=======================>......] - ETA: 0s - loss: 0.6757 - accuracy: 0.7402
 94/113 [=======================>......] - ETA: 0s - loss: 0.6757 - accuracy: 0.7403
 97/113 [========================>.....] - ETA: 0s - loss: 0.6757 - accuracy: 0.7402
100/113 [=========================>....] - ETA: 0s - loss: 0.6757 - accuracy: 0.7404
103/113 [==========================>...] - ETA: 0s - loss: 0.6757 - accuracy: 0.7400
106/113 [===========================>..] - ETA: 0s - loss: 0.6757 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6757 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6757 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6757 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6757 - accuracy: 0.7403 - val_loss: 0.6755 - val_accuracy: 0.7419
Epoch 69/200

  1/113 [..............................] - ETA: 2s - loss: 0.6759 - accuracy: 0.7358
  4/113 [>.............................] - ETA: 1s - loss: 0.6765 - accuracy: 0.7278
  7/113 [>.............................] - ETA: 1s - loss: 0.6761 - accuracy: 0.7339
 10/113 [=>............................] - ETA: 1s - loss: 0.6760 - accuracy: 0.7340
 13/113 [==>...........................] - ETA: 1s - loss: 0.6759 - accuracy: 0.7355
 16/113 [===>..........................] - ETA: 1s - loss: 0.6759 - accuracy: 0.7355
 19/113 [====>.........................] - ETA: 1s - loss: 0.6759 - accuracy: 0.7364
 22/113 [====>.........................] - ETA: 1s - loss: 0.6759 - accuracy: 0.7363
 25/113 [=====>........................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7370
 28/113 [======>.......................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7374
 31/113 [=======>......................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7374
 34/113 [========>.....................] - ETA: 1s - loss: 0.6758 - accuracy: 0.7373
 37/113 [========>.....................] - ETA: 1s - loss: 0.6757 - accuracy: 0.7382
 40/113 [=========>....................] - ETA: 1s - loss: 0.6757 - accuracy: 0.7385
 43/113 [==========>...................] - ETA: 1s - loss: 0.6757 - accuracy: 0.7387
 46/113 [===========>..................] - ETA: 1s - loss: 0.6756 - accuracy: 0.7388
 49/113 [============>.................] - ETA: 1s - loss: 0.6757 - accuracy: 0.7385
 52/113 [============>.................] - ETA: 1s - loss: 0.6756 - accuracy: 0.7387
 55/113 [=============>................] - ETA: 1s - loss: 0.6756 - accuracy: 0.7392
 58/113 [==============>...............] - ETA: 1s - loss: 0.6756 - accuracy: 0.7391
 61/113 [===============>..............] - ETA: 0s - loss: 0.6756 - accuracy: 0.7393
 64/113 [===============>..............] - ETA: 0s - loss: 0.6756 - accuracy: 0.7396
 67/113 [================>.............] - ETA: 0s - loss: 0.6756 - accuracy: 0.7397
 70/113 [=================>............] - ETA: 0s - loss: 0.6755 - accuracy: 0.7398
 73/113 [==================>...........] - ETA: 0s - loss: 0.6756 - accuracy: 0.7395
 76/113 [===================>..........] - ETA: 0s - loss: 0.6755 - accuracy: 0.7396
 79/113 [===================>..........] - ETA: 0s - loss: 0.6755 - accuracy: 0.7396
 82/113 [====================>.........] - ETA: 0s - loss: 0.6755 - accuracy: 0.7396
 85/113 [=====================>........] - ETA: 0s - loss: 0.6755 - accuracy: 0.7395
 88/113 [======================>.......] - ETA: 0s - loss: 0.6756 - accuracy: 0.7394
 91/113 [=======================>......] - ETA: 0s - loss: 0.6756 - accuracy: 0.7394
 94/113 [=======================>......] - ETA: 0s - loss: 0.6755 - accuracy: 0.7394
 97/113 [========================>.....] - ETA: 0s - loss: 0.6756 - accuracy: 0.7393
100/113 [=========================>....] - ETA: 0s - loss: 0.6755 - accuracy: 0.7395
103/113 [==========================>...] - ETA: 0s - loss: 0.6755 - accuracy: 0.7395
106/113 [===========================>..] - ETA: 0s - loss: 0.6755 - accuracy: 0.7399
109/113 [===========================>..] - ETA: 0s - loss: 0.6755 - accuracy: 0.7401
112/113 [============================>.] - ETA: 0s - loss: 0.6755 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6755 - accuracy: 0.7403

113/113 [==============================] - 3s 26ms/step - loss: 0.6755 - accuracy: 0.7403 - val_loss: 0.6752 - val_accuracy: 0.7419
Epoch 70/200

  1/113 [..............................] - ETA: 2s - loss: 0.6752 - accuracy: 0.7422
  4/113 [>.............................] - ETA: 2s - loss: 0.6754 - accuracy: 0.7391
  7/113 [>.............................] - ETA: 1s - loss: 0.6755 - accuracy: 0.7375
 10/113 [=>............................] - ETA: 1s - loss: 0.6754 - accuracy: 0.7392
 13/113 [==>...........................] - ETA: 1s - loss: 0.6753 - accuracy: 0.7405
 16/113 [===>..........................] - ETA: 1s - loss: 0.6753 - accuracy: 0.7411
 19/113 [====>.........................] - ETA: 1s - loss: 0.6754 - accuracy: 0.7397
 22/113 [====>.........................] - ETA: 1s - loss: 0.6754 - accuracy: 0.7393
 25/113 [=====>........................] - ETA: 1s - loss: 0.6753 - accuracy: 0.7402
 28/113 [======>.......................] - ETA: 1s - loss: 0.6753 - accuracy: 0.7399
 31/113 [=======>......................] - ETA: 1s - loss: 0.6753 - accuracy: 0.7405
 34/113 [========>.....................] - ETA: 1s - loss: 0.6752 - accuracy: 0.7410
 37/113 [========>.....................] - ETA: 1s - loss: 0.6752 - accuracy: 0.7414
 40/113 [=========>....................] - ETA: 1s - loss: 0.6752 - accuracy: 0.7420
 43/113 [==========>...................] - ETA: 1s - loss: 0.6752 - accuracy: 0.7417
 46/113 [===========>..................] - ETA: 1s - loss: 0.6752 - accuracy: 0.7413
 49/113 [============>.................] - ETA: 1s - loss: 0.6752 - accuracy: 0.7411
 52/113 [============>.................] - ETA: 1s - loss: 0.6752 - accuracy: 0.7407
 55/113 [=============>................] - ETA: 1s - loss: 0.6752 - accuracy: 0.7412
 58/113 [==============>...............] - ETA: 1s - loss: 0.6752 - accuracy: 0.7412
 61/113 [===============>..............] - ETA: 0s - loss: 0.6752 - accuracy: 0.7410
 64/113 [===============>..............] - ETA: 0s - loss: 0.6752 - accuracy: 0.7409
 67/113 [================>.............] - ETA: 0s - loss: 0.6752 - accuracy: 0.7409
 70/113 [=================>............] - ETA: 0s - loss: 0.6752 - accuracy: 0.7406
 73/113 [==================>...........] - ETA: 0s - loss: 0.6752 - accuracy: 0.7403
 76/113 [===================>..........] - ETA: 0s - loss: 0.6753 - accuracy: 0.7400
 79/113 [===================>..........] - ETA: 0s - loss: 0.6753 - accuracy: 0.7397
 82/113 [====================>.........] - ETA: 0s - loss: 0.6753 - accuracy: 0.7397
 85/113 [=====================>........] - ETA: 0s - loss: 0.6753 - accuracy: 0.7397
 88/113 [======================>.......] - ETA: 0s - loss: 0.6753 - accuracy: 0.7400
 91/113 [=======================>......] - ETA: 0s - loss: 0.6753 - accuracy: 0.7399
 94/113 [=======================>......] - ETA: 0s - loss: 0.6753 - accuracy: 0.7399
 97/113 [========================>.....] - ETA: 0s - loss: 0.6752 - accuracy: 0.7401
100/113 [=========================>....] - ETA: 0s - loss: 0.6752 - accuracy: 0.7403
103/113 [==========================>...] - ETA: 0s - loss: 0.6752 - accuracy: 0.7400
106/113 [===========================>..] - ETA: 0s - loss: 0.6752 - accuracy: 0.7401
109/113 [===========================>..] - ETA: 0s - loss: 0.6752 - accuracy: 0.7403
112/113 [============================>.] - ETA: 0s - loss: 0.6752 - accuracy: 0.7403
113/113 [==============================] - 2s 19ms/step - loss: 0.6752 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6752 - accuracy: 0.7403 - val_loss: 0.6750 - val_accuracy: 0.7419
Epoch 71/200

  1/113 [..............................] - ETA: 2s - loss: 0.6741 - accuracy: 0.7534
  3/113 [..............................] - ETA: 2s - loss: 0.6739 - accuracy: 0.7555
  6/113 [>.............................] - ETA: 2s - loss: 0.6743 - accuracy: 0.7497
  9/113 [=>............................] - ETA: 2s - loss: 0.6744 - accuracy: 0.7488
 12/113 [==>...........................] - ETA: 2s - loss: 0.6746 - accuracy: 0.7468
 15/113 [==>...........................] - ETA: 2s - loss: 0.6748 - accuracy: 0.7436
 18/113 [===>..........................] - ETA: 1s - loss: 0.6748 - accuracy: 0.7439
 21/113 [====>.........................] - ETA: 1s - loss: 0.6748 - accuracy: 0.7439
 24/113 [=====>........................] - ETA: 1s - loss: 0.6747 - accuracy: 0.7442
 26/113 [=====>........................] - ETA: 1s - loss: 0.6748 - accuracy: 0.7438
 29/113 [======>.......................] - ETA: 1s - loss: 0.6748 - accuracy: 0.7435
 32/113 [=======>......................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7416
 35/113 [========>.....................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7417
 38/113 [=========>....................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7417
 41/113 [=========>....................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7421
 44/113 [==========>...................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7419
 47/113 [===========>..................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7418
 50/113 [============>.................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7414
 53/113 [=============>................] - ETA: 1s - loss: 0.6750 - accuracy: 0.7412
 56/113 [=============>................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7412
 59/113 [==============>...............] - ETA: 1s - loss: 0.6750 - accuracy: 0.7412
 62/113 [===============>..............] - ETA: 1s - loss: 0.6750 - accuracy: 0.7410
 65/113 [================>.............] - ETA: 0s - loss: 0.6750 - accuracy: 0.7409
 68/113 [=================>............] - ETA: 0s - loss: 0.6750 - accuracy: 0.7408
 71/113 [=================>............] - ETA: 0s - loss: 0.6750 - accuracy: 0.7409
 74/113 [==================>...........] - ETA: 0s - loss: 0.6750 - accuracy: 0.7410
 77/113 [===================>..........] - ETA: 0s - loss: 0.6750 - accuracy: 0.7408
 80/113 [====================>.........] - ETA: 0s - loss: 0.6750 - accuracy: 0.7406
 83/113 [=====================>........] - ETA: 0s - loss: 0.6750 - accuracy: 0.7407
 86/113 [=====================>........] - ETA: 0s - loss: 0.6750 - accuracy: 0.7407
 89/113 [======================>.......] - ETA: 0s - loss: 0.6750 - accuracy: 0.7404
 92/113 [=======================>......] - ETA: 0s - loss: 0.6750 - accuracy: 0.7403
 95/113 [========================>.....] - ETA: 0s - loss: 0.6750 - accuracy: 0.7401
 98/113 [=========================>....] - ETA: 0s - loss: 0.6750 - accuracy: 0.7402
101/113 [=========================>....] - ETA: 0s - loss: 0.6750 - accuracy: 0.7402
104/113 [==========================>...] - ETA: 0s - loss: 0.6750 - accuracy: 0.7401
107/113 [===========================>..] - ETA: 0s - loss: 0.6750 - accuracy: 0.7401
110/113 [============================>.] - ETA: 0s - loss: 0.6750 - accuracy: 0.7402
113/113 [==============================] - 2s 19ms/step - loss: 0.6750 - accuracy: 0.7403

113/113 [==============================] - 3s 27ms/step - loss: 0.6750 - accuracy: 0.7403 - val_loss: 0.6747 - val_accuracy: 0.7419
Epoch 72/200

  1/113 [..............................] - ETA: 2s - loss: 0.6747 - accuracy: 0.7417
  4/113 [>.............................] - ETA: 2s - loss: 0.6749 - accuracy: 0.7400
  7/113 [>.............................] - ETA: 1s - loss: 0.6752 - accuracy: 0.7363
 10/113 [=>............................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7390
 13/113 [==>...........................] - ETA: 1s - loss: 0.6750 - accuracy: 0.7381
 16/113 [===>..........................] - ETA: 1s - loss: 0.6750 - accuracy: 0.7377
 19/113 [====>.........................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7391
 22/113 [====>.........................] - ETA: 1s - loss: 0.6748 - accuracy: 0.7399
 25/113 [=====>........................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7397
 28/113 [======>.......................] - ETA: 1s - loss: 0.6749 - accuracy: 0.7393
 31/113 [=======>......................] - ETA: 1s - loss: 0.6748 - accuracy: 0.7403
 34/113 [========>.....................] - ETA: 1s - loss: 0.6748 - accuracy: 0.7406

 data[i_train,] %>% removeNonNumerics() %>% dplyr::select(-customer_ID)

///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v ///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v

dataset <- text_line_dataset("mtcars.csv", record_spec = mtcars_spec) %>%
  dataset_filter(function(record) {
    record$mpg >= 20 & record$cyl >= 6L
  }) %>% 
  dataset_shuffle_and_repeat(buffer_size = 1000, count = 10) %>% 
  dataset_prepare(cyl ~ mpg + disp, batch_size = 128) %>% 
  dataset_prefetch(1)

library(keras)
library(tfdatasets)

batch_size = 128
steps_per_epoch = 500

# function to read and preprocess mnist dataset
mnist_dataset <- function(filename) {
  dataset <- tfrecord_dataset(filename) %>%
    dataset_map(function(example_proto) {

      # parse record
      features <- tf$parse_single_example(
        example_proto,
        features = list(
          image_raw = tf$FixedLenFeature(shape(), tf$string),
          label = tf$FixedLenFeature(shape(), tf$int64)
        )
      )

      # preprocess image
      image <- tf$decode_raw(features$image_raw, tf$uint8)
      image <- tf$cast(image, tf$float32) / 255

      # convert label to one-hot
      label <- tf$one_hot(tf$cast(features$label, tf$int32), 10L)

      # return
      list(image, label)
    }) %>%
    dataset_repeat() %>%
    dataset_shuffle(1000) %>%
    dataset_batch(batch_size, drop_remainder = TRUE) %>%
    dataset_prefetch(1)
}

model <- keras_model_sequential() %>%
  layer_dense(units = 256, activation = 'relu', input_shape = c(784)) %>%
  layer_dropout(rate = 0.4) %>%
  layer_dense(units = 128, activation = 'relu') %>%
  layer_dropout(rate = 0.3) %>%
  layer_dense(units = 10, activation = 'softmax')

model %>% compile(
  loss = 'categorical_crossentropy',
  optimizer = optimizer_rmsprop(),
  metrics = c('accuracy')
)

history <- model %>% fit(
  mnist_dataset("mnist/train.tfrecords"),
  steps_per_epoch = steps_per_epoch,
  epochs = 20,
  validation_data = mnist_dataset("mnist/validation.tfrecords"),
  validation_steps = steps_per_epoch
)

score <- model %>% evaluate(
  mnist_dataset("mnist/test.tfrecords"),
  steps = steps_per_epoch
)

print(score)

writeCleansedCSV(file = "train_data", newFile = "cleandata",chunkSize = 100000)

read_parquet( "/Users/root1/Documents/amex-default-prediction/parquet2")